{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 性能优化"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from utils import read_black_and_white_file\n",
    "import matplotlib.pyplot as plt"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 识别结果二值化"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2]\n",
      " [3 4]]\n"
     ]
    }
   ],
   "source": [
    "a = np.array([[1, 2], [3, 4]])\n",
    "print(a)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 1 2 2]\n",
      " [1 1 2 2]\n",
      " [3 3 4 4]\n",
      " [3 3 4 4]]\n"
     ]
    }
   ],
   "source": [
    "a = a.repeat(2, axis=0).repeat(2, axis=1)\n",
    "print(a)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 黑帧稳定性测试"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 开机后短时间内黑帧变化"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [],
   "source": [
    "root_dir = r\"F:\\\\zhouchao\\\\white_black_change\\\\\"\n",
    "file_names = [root_dir + file_name for file_name in [\"black1\", \"black2\", \"black3\"]]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [],
   "source": [
    "black1 = read_black_and_white_file(file_names[0]).reshape((1024, 448)).T\n",
    "black2 = read_black_and_white_file(file_names[1]).reshape((1024, 448)).T\n",
    "black3 = read_black_and_white_file(file_names[2]).reshape((1024, 448)).T"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(448, 1024)\n"
     ]
    }
   ],
   "source": [
    "print(black1.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 6 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3)\n",
    "axs[0, 0].matshow(black1)\n",
    "axs[0, 1].matshow(black2)\n",
    "axs[0, 2].matshow(black3)\n",
    "axs[1, 0].matshow(np.abs(black1-black2))\n",
    "error1 = np.sum(np.sum(np.abs(black1- black2)))/488/1024\n",
    "axs[1,0].set_title(f\"1-2:{error1:.3f}\")\n",
    "axs[1, 1].matshow(np.abs(black2-black3))\n",
    "error2 = np.sum(np.sum(np.abs(black2- black3)))/488/1024\n",
    "axs[1,1].set_title(f\"2-3 :{error2:.3f}\")\n",
    "axs[1, 2].matshow(np.abs(black3-black1))\n",
    "error3 = np.sum(np.sum(np.abs(black3- black1)))/488/1024\n",
    "axs[1,2].set_title(f\"3-1 :{error3:.3f}\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 多次开机后黑帧的变化"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [],
   "source": [
    "root_dir = r\"F:\\\\zhouchao\\\\white_black_change\\\\\"\n",
    "file_names = [root_dir + file_name for file_name in [\"black1\", \"black21\", \"black31\", \"black4\"]]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [],
   "source": [
    "black1 = read_black_and_white_file(file_names[0]).reshape((1024, 448)).T\n",
    "black21 = read_black_and_white_file(file_names[1]).reshape((1024, 448)).T\n",
    "black31 = read_black_and_white_file(file_names[2]).reshape((1024, 448)).T\n",
    "black4 = read_black_and_white_file(file_names[3]).reshape((1024, 448)).T"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 8 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 4)\n",
    "axs[0, 0].matshow(black1)\n",
    "axs[0, 1].matshow(black21)\n",
    "axs[0, 2].matshow(black31)\n",
    "axs[0, 3].matshow(black4)\n",
    "axs[1, 0].matshow(np.abs(black1-black21))\n",
    "error1 = np.sum(np.sum(np.abs(black1- black21)))/488/1024\n",
    "axs[1,0].set_title(f\"1-2:{error1:.3f}\")\n",
    "axs[1, 1].matshow(np.abs(black21-black31))\n",
    "error2 = np.sum(np.sum(np.abs(black21- black31)))/488/1024\n",
    "axs[1,1].set_title(f\"2-3 :{error2:.3f}\")\n",
    "axs[1, 2].matshow(np.abs(black31-black4))\n",
    "error3 = np.sum(np.sum(np.abs(black31- black4)))/488/1024\n",
    "axs[1,2].set_title(f\"3-4 :{error3:.3f}\")\n",
    "axs[1, 3].matshow(np.abs(black1-black4))\n",
    "error3 = np.sum(np.sum(np.abs(black1- black4)))/488/1024\n",
    "axs[1,3].set_title(f\"1-4 :{error3:.3f}\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 采集数据前后黑帧的变化"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [],
   "source": [
    "root_dir = r\"F:\\\\zhouchao\\\\white_black_change\\\\\"\n",
    "file_names = [root_dir + file_name for file_name in [\"black3\", \"black_after_white\"]]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [],
   "source": [
    "black3 = read_black_and_white_file(file_names[0]).reshape((1024, 448)).T\n",
    "black_w1 = read_black_and_white_file(file_names[1]).reshape((1024, 448)).T"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 4 Axes>",
      "image/png": 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0JRoHrLachYaVAO0nBUqP321+kYdx6UsUgYCdaIgCmFyXUDZw+nUPstAI9zSaewppl8/XH2tMbgJpT6JxqhCtSAzeLxEeMvuN1vjZnaWGHfFgae5pWJlGa69EHgrML5uDxGUWtdyQmF20uOktATvhJvO84hoAxjccCAWEexrRukAZCDhzYLkuEZzy4J9esbFclbBijcnrihmwA8y3LJx8M8Ri3ULps9pTHuqNu3GkIHMg7QlkIbPIwhM4ecPCYlvg5Ge4uYaHGayMFaU2MFHWkrBjjdIRmF6VGL8CDG8nyJsSiy2JvMVsPDhVcBYak+suK9p1xnYR8DOOX+8iOCuRNXlwX/rVBUavCfTu5BAlK4DmnkLpCGRNbrbemAd1cKaw3JCI+xZEQUhIWwJJV2B6Q+L4rQCLbYnDb0nkIbP30zcY16XHRK00se2bCrgImHgd/JyNZCAwuWZDW6zW7Vgj6UnMt2ykQw/xQCI44fq2UiYdjTPGlraB2WWJrCVRuhJZS8CbMZ7GNywoBzh7zUXpCTQfM5tPhkxK/bHC5CUgb/Lns4s2Vt4p4E418pZAsiLgjxSslElL1hZoPVHQUiA8LJE3BWbXNYoGk9ciFJhdkphetZA1JeGsVP/4mvRTXM8EAtJaF0KIfxN0q7EA/CWt9Xsf+/cNXCJLllidB8yeszbgTriRRZsa3ggYvJdjfN1B/11TupkssPSA8LBEMrS52A4UoYw1wE54MAgJ9D5KMLnhY/BegqxjI21bKPYtKK9EPHQRrbHs6jzOMb7poLlfIg8JDXU/IlY5veYTIkm4ANv3Y8yvBIhXWWaHh9zkSp8wSHDKjGVyw4Z/quEuFaILPsIdAaE0ZlckgiON4CQHpEC84iJvEzLIpxJWyg0QAIJjAW9WQJTAfNuCveRh0XqiMHy3xOKCQN4QCPcBWSiUrqg/axaew07ejBlF6zFqoD9rmQXlsgIRJZA3JIoGkLcEyplg5gNWQ1lboPugwOSqDaGB5SqxVVkA0aqF8IAQUNIHoAF3obFc44KzU25U3kigtctS24410pZEtC5gJUB4wPLajjWC0wJ5y0I0lJCFRtwnjOCNeQ+LBg97mfNAzloCjUOFtCO/sAPg08Z1Fdv+SEMWvK+tHQU70Ug6ElZGiGK5BXhnAv0Pc0yvOui/LSEzxr0/IkQQHpaI121A8/nlTd5XmREztiOgey/B+CUf/fdjhMcukp4FZUkAJZbrLqJVASsDmgclxk0b4VGBwpdwYgU7kbByjfm2h6zF+99+rNDciTG7GiBaY0IUHilM+xaiNQl3puvPknZYCYaHJZbbDTQfATJTmF1x0Hqs4U4LOAsmcctNHhTelBCkHbHaaBwKNE5zaCmQDGxYMZ9nc0+he5cbdxEwtkWpoBzGtjsBioAwU+NQw465qTZ3BITROssbAo0jxq4308hzxnYy4Pdyp7yHzlIja0oUDYHWTonlhgUnUlhsWNysSyDpWkyqAlZ1dqwgC4HlusX1vVDImhL+qUD7cY7JdYdVdM9C0mcF3jjQiIc8gL1JCaEsxH2u9TyUPNBOJESpTe9Rw7IEnIjJcGuHB6f+nAfA56oAhBCPjAnx20KI75qf9YUQfwfA/w7AYwBvaa3/3E97LS4UnnwQxPJlwYclCsCZCjQOeBPzJuDONJoHBToPc3jTEkUgsFy1sPq9HKIgTtbaLdH7kMHgTTV6d3PMLvvMuK569UahbAEthAlKDWehEfdt+Gd8v9IViFeYFSVdAStliWsvmT3NrwRs7GVVeQw4CwACaO8QCslbAis/SJAMWF4WPsv3o591CJvYwNmrHo7ecuGPFOwF0L2rGExtASvhJiJzjbRjIe0wSJ2FRnO/RNoWUK6AHZmM2SwCgBtG41Aj67AfYMeEgJZrPETTnqh/J28ys9KSWHERSPQ/LOCfavhjhcUFyc2nJ5EMWPE094nZy4LQ03JNEuJxWep37hOXdxZl/azjgUDaFQj3NbKQsBM0kAwF2o9V3eD2Jvz55LqDxaZE704KO0YdJ2yMsfLxRwpZm03J0ucza+0XxIm/oNgG8Kf5ZPEAwF/4JK9VeoTaUrP4q6zPmygoW8CZCYSHClnbQtbiJuRPSvQ/SOEueADMtyys/XYOK2Xl17uTofcR14h/qtHeKbDY8gANTK8GsFKFvMH3Bs5xe2+iUQQS4WGF63NTXmxJpC0ersEpD6nSEZhfCqAsATsCWjvM4u0FN+b2Tm4gUoHV7y+QdnkY5w0ebgc/70GUQNYRGN9ycfaKU6+v/gcl7FSbikCb7Fsj6VpI2xKlyzXUflyg8LjLOUsNd8YN1k4Is/in/Lx5CDSOS8gMSLsSSZeQVtYmvGqZ91IOYZN4ldXr4H1m5f6IlXHp8ffTHrBct9A4Ymw7kYaVc1+poKAiYLJaehJ2pEzDWWO+xV5g40gja1lwp1y3yUCgvVNCaFZW7ozfYb5lY36Rse0uNOKBROmxIikaAmlHIDhTyDqEdJVNKKm1W9ZN6s96fREVwC9orU+f+u9fAfB3tdb/jhmU+RUA/+Of9AJVxzxaPf84pWfwvJAYWvuRMqWVRve+wnKTG3LpMlN0Z4Q5ptccFA3AXgCzy3bdQLEjjaTPMrpoGOhiy4ZymaEtNq26cVR6QNoB3Bk3lbQnYUeam1jEErAIGJSzq0DrkUDWZRPTWSqWjB7gn2jMLtmQGRtiy00XRQAs11g+FgHgH7NR5E01kr7Ayts5IMANti8hCl0zmdKuxPKCRrhH2obM+HlPX7dYIQgLaYeHQumKmpGUt6t7CojClO8+D6vlOg+BeCgNA0hjfomZuR1zE59c43NxIo2srZG3gOE7Cs5CctGXCvEKN31oXX83WfBgi1d4/6KhU5esVgpkHaB5wOwqa3PBWwkQrfCzBKMSs4usDIQmG2Zyw4UWbAaHhwrLdYuNuFUBOyVeCg0Mbqc4fsvD9JKN1u5T1KPnENvQQDywyIgx7ChZAFmTcGDnodlkUoXOQ4Volc++9Gx4Y/ZX8oYgFt8hfHT2sukiSsZW2mZCkDcFlKMx8xwoV8A/U5hd4jqQOfs2yw1u0MExY9uZa4iC0J1yBLR56dlVgfZDwk6QgDcpkbUtaIPfzy84hBKXGvPLDZTBeX8jbwkER6wy3bnG/KLE8N0cVloiGfhYrlmQuSZ8ZTD7tA+T3VfkCOD0dRtWApSuZPN1rFFm3Mi5WQsIJZCHgChJASxdxvbiAmMyHjCjtlJgelXCnbKRrBwefmT0aWRdjbwtMHi3hDuVSPoCdqow3bS5tk1Pq/BIunAWrEqsjAkj+xeEf6JVidaTEtGKhbwNOHOu18U6e2DuQmHesWp2oDPXmF51DetPo7VfIhpaPPB7pvo64BpYfTvG0VsBFpsWZPH51JyfRQ/gjwD4K+bPfwXAf/Wn/YK2GDBsTDFokp5ktz7VdSM0awskXWmaY0D/gxzBia4xf3euYUca9oJZlrNgNuyNuLkqm6Vt64mCHTEL47+5qWubsJPMNdw5yDgqyIRhM1NhscUyFJpNHP9UwMqB4JgZdLRqEX44VkgNk0I5/I5Jlzg/NAMFGlj/jTG8CcvB/ocl5ts2FpuEsfKQGXXaZbacdQjZ9D5KARC5yZsCnfvMYNyZrp+osoG0IwHJXoK9ZCZu5cyGWk8U7JiYvDfmZ69K8eAEgDQ0Q4sbTGAYE60dwhVZSKgGkhuZHfH+y4IQGATgTxScuUbrSQkn0lAe77csWGmIgs1HUQKDD0puQLZ5dkuNeGDBHxEOdOdsCiqHB1twqpB0CU9VdMb5BavGxmdXXLQeK2aN8898AHz+2JYwcI2EO9VwYoVoxSJzqyTjC5qEA2LNPCC6dzN4Y0JbWZMwmJWx8rVyZvJORAgmGTK27Yi9KNtAJ1ZyvjmUHmNbaB6ynYcFZGli2waCM8Y2PzSgbAFvjLoicOYa8y0bWZOxnbUEivA8o056AuGeqhk1MgfWf/0MzpJrr/1YYb5tY3qZJUkR8uBI+4RKywBoPdZ1bJc+sfT2Q1V/V2leu/B5T7QQhmTBpNDK+L7hgYIdK7Lz5qZxbBqm/ikAyYMYAPyxQuOYbKrGAeCfMJ6Xm4zttGUZRh3ve3iooC0gOGOjvLVXwFloaJvMICsjRMNDhRBU76OyxuutjLGddC34Y82m+4IQb948j4m4b9VJZt4EZtsWoExCdtVH6wn7Mj/izvwZrs97AGgAvyaE+N5T48kfZ2b8I5cQ4k8KIb4rhPhuuVzAihmwouAJqy0GbQW9QDBgvDmbPsGxxvimg7QvIDON0hOIV3louHMyaIRipl76hBKWmzxkCp+NXfJxBUqHEIs30jXzyErYkygCgawpCW8kipirRexPFOcPVVv8fHmTMEsemtLTsBa0ABqnCtLw2rXFEnH09S6yFg+DkzcsWMl5Z3/wXoG0y8DyJhruDFheAE6+4UGWfO3woEQRmA2/K+Cd8V6UHlA0AXvJTcBK2V8pHbIm5hfZ3MqaDLLlhkBqKKNacPMvA2bq8aowkBNqnH25yUUrcyA8LMjM8MhbT9ts2C3XSM2dXrWQ9CVkys+53JAoAi7UZMj3X6xbhnqn0NwvkbVJM/VmJZKBwOyyRDwknm/HbI46ETFZO9VoHHBhWQkP8sI/Z1/Ew89U6H4xsR0t6k3Kyk1sS+L2aUdguSmhLcaKnbCK9U81JjfculmvbIG0yyZkxayyE1Z5pcfsMV5l9l/4bATL0iQ1FimP4T5jSCjUcJuyiYPLnDEsc3Lr41VWWBVfX9mGIdfg+2ctA9vErFzJhiEsU82UBKcKJ98asKKwBEYvy7pfIQqN4Ts50o6EN2ai5k40FtsCRz/jQzk86BqnhklkiB0Vrbho8IBwF+YzFlUVQdhyuSnZ2/MFrJz3JlrlZ6/WTcW1X2zxvmr7vH8UbQgoF5ApEJwWZOwIrqGkJ1A0WDkUvsD0so3EYPely2oj6ZMavlxnszZaYXXmnyn4Y2U2eg07VaZJLZGbvovMgMUFC+6cB42dKDR3dZ1cwSQUhS8QHhXQzudrAnzeA+DntdZvgqPxf0oI8Xs+6S8+TZVz3CbyFuosvBp+cafMcLr3SlK8cmYa1eldDZFEG8Tl3alp0gwESpcLgQNj5nSOGehphzcwa4nzhtF+iWhNwIp1zZBJ2xaWG8SaC59NnirA7chw6s3QTDwk5pw3yGpRlsn+bYH5NplLaZsPOxkKtPZKHP98ieXGeTkbHDHQ8yabfvu/26qHoGB4/KIU6N4nZW65KTC9ypIybwostpjh+WNtBuRQbxbxquEUe8TIK8506bF6Gt4uYS+AZMDmXuOYh128KurhtCIgnls0+P17H5JGOL3qoHFcsFcykPAnCu5MI+3zc3XvlfWBkrcJv2lJSIsDZYSVioALaHLdrofNxjcdU4Fwo/FMwx+Sh3sRcoFNr7N/oBwe6nZMJlO0YiFa/Uxh/oXEtuuEKH1RDzRK07PwxuypdB6U5IlrMpmEqWasRBumDmPWHxu2j2GRCcVsEyCEaUfcCJMeGVmMbUI+4VGB5QWyopTNZChrynqD0gKI+9ygAcYGIUXGdtoXiNYsFA0DFYLVaekJLLYlvAmrscl1QpDhYYmjnyfmnbVIwPDG5/TM8Ehh7/fYNURpZUAZEELt3S2Q9gQWFwTmW6YZHgpEG7xH7oxrvIptK+Pnq3oR7oz7QJVA5qFA/8OSfb0ByRzBmYYzZ9VVHyo+4ykzP+u/z3Jjes1B51GGIhCIVi32MOYaRWiq74cFs/6mQN5iPApNmFlm3CvyFg+xpC+xuGCRkFIC00s2/BEP5wrBqIZOsxYTrnggMbtCGndFZvCm7GcsNgzE/Tmuz3UAaK33zb+PAfy/wFH5jzMz/vjXkUBwos3CBRYXpGnyclPOmgwEPihmJxBAMFLwTzWcOW9y2mO2k7VJk5tekXWzJWszOCp2S9biKW+lLEPHNzl3UGXwaZe83upn1bStf8bXapwoVh85F7R/piFTZvXK5qL1xgrKNLOY9Qp0Hio0jhTOXrHQvW3DnfL1qkZleMRNYXzTQvcjNgphAkqUpBICQOcjoPnk/NBzZxp2xA3QnZOFlLcMXdDhfc5DM01bkDFVugKtffKb4x4bgHbEWYF4QNw+ONLIurxP3TsK4b6CHfHATDuEHeyYvQ4rJV4dD3nIBcfaDIFZ8KYKwbFGa0fVHPhkAH5Gi5uTKHnwkvusML0uEByztIcG0i4weRkGyuN90xIoGkDvQyYL4TE50tXvVAM5zyu2lc2YrJ5f0hNoHiiEBwWiVQMnCn6HpC/qiWZ3zu9j5dzEFptk6aQ9Zr+zKyQnOAvD6V/o+jtnbVFPD8erEqOXHciM7+2P+fcTsxkmfa4bKyfxIu2ZQbABWVWly9iGAgIT20Ix3rRNaJGHg0D7EeGUkzdsdD4gQ60IuGFZCfnr7Z0Co5cs9N8jbZODfWaIb9esgX2N9iPCd8I0ze0IBqoiUSTtmdi2eKhlbTMb4pxXSc0DbuJpmxU8v6/h65eEf5I+7133vkLjRMGdnA+IyYLVyeSaCzvhz39nbM8u2Wzan2o0d1U9zR2vmPVnE3LTpg/Z3C8RnClMr0k0D4jf8MAAxi8zoRUl1zvAhKl7h/tc45j01B/B/T9fC+CzHwBCiFAI0ar+DOAPgH6UfxM/3sz4J14s35nVKJuzAKLUyHpk0KR9Uiy9KVksTqRx9prg5OKpYQrNNYpQoPlE1801mfPmFgEfupUaPNEwVrIWb3Q1ol/6XLQyY9nVOCrRelJCuaYHYWASDoucn/BVFqIloY20L3igRfxOHGwy1UdgRvstLmahGdz+RKF0ONcgC8CfMhDTnqhL7XhFIK6GuCaElNKeMFOHhIFKj4yP4IgbT7TGLEvbbLRpGxi9bLEx3rFYUQnDOOgJROscyIJgdhXung/UJQMJJ2Lziw1H0xiXfN94yHLYilGzeuIVwhsVBa79iENbEEC4e94bWP1+gvbjHIst3iOZAdNrEsGoJNX1kUbzMe9jRUHs3lEITtigH7+qMLlG9lZuegMVFPS8YlsY+quVEENWDqtAmZPVUUE7smByYScaTqQwfklCWaQ1ypIJEsDNEQBaj8khL3xWu7LgNK8TkXFCLJpJix0RGqtiTgtWAcHZ+VBR0jfZ/JjZpZWe92qWm9xUlcsEJekzXtzZ+fsAPKhK0yCtsWnyFdA45WxH2rIMtEd2W9oXpuLgjMTTE/2uydJlxtdLewJFg8lheKDN8JmJfTMLAQCTG0z8kq5lJBwI5SZDxnbaZRWahwLhAXsoVR/DWZqGum8mz3NdM82SrviRIct4hbHtLBXyJjf71g5jWzkwBwLv3eoPErT2csy3OaNiJcDoJYnwsIAsNJpPNNoPACdCXUH37pRwJ9xTxq9ojF620TjmFLidfM6d31w/9QAQQvwlIcSxEOL2Uz/rg1zoUyHEHDRs/v9qrf82gATA/1QIkQH4owD+nZ/6HorYmpXxJnYelrATNmp6hmU9fCdD3iLLJunxAfbf0+jezZB2yWCwY2DjH445WTvTZlqRp271gK3sXBbBHynkbfJ9Ow/ymlZo5dw43QUni2Wh0X7IoZWqMWrH2rA6YIYyUOt8RGsS9pJ/Ln1iho2D801U2UD3bomsY3DHjAdb3iB+WeGz08sW2k8Ko0ECdB4UcJaoN+vpVQYTs2mO03fvl2zQ+dxEn54kLD3AGwHuhBtntCFqRgc0F2HW1ujcO8+cnZm5F7OqgWjooi0BKybW6004/axcVhZpjw00ZbLH4IRVXDUJWgT8zL0PFZoHBVo7/MwH3/aRN8nUilcEWjsanfsKpSuxuMimY94yi94wKSrKatITCA4spD2W00VDIFlhc7O98+O5cl9KbBuZC3euoSwgPCjhjTWUK9H7iBnj6tsxIZuE3G4A6H+g0LuTMUFRfOar/2RE2CPmxutPOOSlbGb6lZ5MFf95U9TfX7kGf6/+/1xhdknCWZJ51Dhm9qtcsM/m8nCHIAmg0peKVkivhBmszJuMu7zFtVD4JFmkfdS/40QacY+QU8XKm16x0TguYRmmWWu3hG0gKmXz/0crHHxMB0zyencKpG3GT1XR+2cajWNtEjOu6eHtAosL5MjbMfcRb8rP2LmHmplEqQgBZwaUjqh7IZybIezmj8panyg4Uyh9Q2+2geCUsV0Esq4y85Cx2b2j4E9KtHYLJD2Bg2/5yEPGZ7zKddH7SGG5ZmN2mazBtCcwuWGm4kccGrVSwm7+qSRLqUESRLQuEIxUDQN+1uuTVAB/GcAv/46f/QqAX9VaewD+HIC/qbX+c0Ya9w8D6AG4BaANYPrT3kA5zORlwdN3sWkh7ZAC5o9LiFLj8He58Ecax9+UUB4zw8IXGL3ssmGbE6/e/aUegpFC1iVuOb4pMblmo3GkoDxg9xckvFmJ1i6ZDM5MY/SShcWWTaGlpa4pkUlPIGuT6543yDpoHpRwlnzQRQikA2ZApcvsO9oQaD0pDd+ek715g1OIZEww48maEq0dTvqJkvIHqWFLkBnBxRoNLYT7CvNLAotNC7aZSvbGmj2QAJhfKevm7fyChel1/q7MCZmIkhVV1jZca9OvaO0YqCg0fRdXoHFAHZ3+RwXiVYGmyVC0YGblj1U9JerNSLVL+hayDnnL8YCLPDhRkLnGcoN4fPX/qwMT4OuNXnKw2LSQ9fiz2baFwW1ukllLYHZFYnFBov2QMh2dByXytsZyXWJ80xyAJZD2mX01DpnpQTBbnl6TKD++UfbsY9sW9XcuAj7DrCNw9qoDf1TCmWvs/ssBoZM3OUg3uW4hbQtOUOesHOIVgSf/lQGbiG2BxYaF8U0L45s2wiOF0gUOvy3ROC3QeVTUsOL0isRyzSYRYsw+lJXy/uVNYLFJKRSAWbodAWmLsZr2qs1O1LHdfkLWi7tQdSJVZdRaMhEqPIHWYx4mMjfTtF1CS3lLIG+yIo4HFsIjxuByzarnIwIzOKdcYH6FMKeVacwv2JhfqRIujelN/nmxJYxQHqeO55s22o+4B7CRamDbAx4U3XsF5tsSjRPGttAasytM+JYbFkqX8FC0LpE3DRsxIYZfhIR52awlvBcPJdwFqzthhCqn1yQm1xzMt3nvARIXVr9fIjg2ygaXCQG2dohcdB5Q9W25KTG+ZdcMwqwDdO6XaO6wB6ccHrrTKxaU9YybwFrrXwcw+h0//jg63B8B8J9orVOt9UMA90Ds9CdeVqZrypo3VWg/LhDuawxvF0i7Ev6Y7BwrAfxTDqXYkeHHljBYIoOvuceNvSobK8ErO9VwZhpbf49TeqOX+WBlzvLaWRDTa+8UKBrMyLUA1n5bwZ+cT8ouV1lWBmcKzSca3Tss1WqesMVGXOmymy9zDW9yTkErQpbh1Rg9xeoM5nvGBdraUVj5YVmXlco6D16OjJesemKW9sPvs/HXOCGeb8d87cZJieHbZmDmTMOdsmGopRlk8QhFpV1WX/ZSI14DuvdKjG/asJdAPLDPxe3GqDPuxr7JEm1KPkgDwcmMf292hdBGcKrROCkhM8OgCASa+wUmt3hfKgpnuKcRXyi5IbQl+h+m6DzO0Xqs0dwtEQ+lqZIkmo8IrbV2FNwFN5P2Q8JQjmGJOXPi1p0Hqm5cPo/YlgUhnNKjjED3foHghFpL8cBiJj/iRumdsQGpbQNnKCA8Ksl+mxAXT3oSVoK62nQWhHz8kcbGb5SI+zZOvmbXsFK4z76XMyNbqwhFPQU+eI/6UUJR8mS5Sh5986BAeKjQvavQvc/BJbsSSRxYpvHPno8zQ83KU27VkyGxwD8jlOifagTHhOnCQ+rqKKNnVTqCGbzRxArOSsR9UQ8B9t7n9/TGZLuJkvHSOFEYvGMOjBNqYvkTI53g835XiY8sNOwl1w/7azap1wMb2uKGGpycD4r5Z7qe0Ri/RKFIe2liewTML1OSIjiluJ0oeAjkDUGY57KpmA1ttXHE2G7tlUjbFvofJQiPSjQONVr7Rd2MzhsS4S6Tp8ahqvWGOg9U3R/Nm0QfRAm0dsrPPeX+WXsAH0eH+3FyuRd+3As8TZXL8gjtnRzxQCLtkcIlNDC+wUCeX+SwSmlkDCrqIwe3+ODioUBzj/TBSlJVluywM+OxajGutCPhjdjAah4UlJ0wFLvJVQf+CUstf6JNM5Sl1srbS8iSh0HaoZpoYpqnvXs57JQzCFmHtLLmvkJrt0DeOp/W9MYaWddotgRc5Ju/kSEPBTqPMrJBHIFoSHkIb2pK0pSLtnRhRtVhyn1zSLjA6deoVNq5a+Qa2rKm7FUKhct1CWdB/FYWXGTNXd7DaJ2H6+Q6RceSFdJD4zVuMMGpMveODXotWYF4Yz7TaIP0WjvW8KtDdaoxN3MN7tyIvV2wsfJ9fv7u/cLAdxq9d8yMRyAwu+RhsW4jWhdI2xKrP4iJA3c4D+Eu2CBNBuSLR+sC84uilkVQLl+ngvyeZ2x376YUGluVyNrcWBYXKHC33JA1bTg40QhGTCa0ZdgeLU61hgec9hYl4Qg7praSKIHlBmPbSrkBBsfc9Fs7Wd0g9WYcCHPmGknXsNI6As68hJVpDG5HNa1yuWZzLba5eXYe5nAXpCErF2Yws0Rzv0DRJOTT2itgRwYaTEhFFkpj458kKAOB8KCKbSYV3oSbH2ddlBFHIy219E01OTxPUMYvOXCWGv33NcqAa6TwBYJRSdqyJpOpmuol80izom5JJCvcQKdXLDQOeRgkA/YE/JFCYOjT3pjc/orW6Z2ZOYch76E/UgiOWJU4C41ohYmJN2ZPJ1q1MXyHCU9rt4BlNuvB93lAZC2B5YZHGKsjkLYtrH4vYp/QZT9RFkyKoxWiHNGqxOQ6BRjdGWqad0Xn/TzXFz0I9uPqkR/7EX+nYuL4hmsyWpaXVQnY3ingzLhBODE3QyvTWPvtHP2PSlMyciR+vmVheYGY4+p3U0olRKqmulkZMLluY7nNIHIWGmevOJQoHjCgKhVEMls4pHT8Jrm+yrUoS7vNA8cxCybpWUh6FuIVlojROh/MfEvi+A0HVgxMb6KeCraXZm7AcL/PXnXRu5ujCCzMrvEuKlsgXuPmVmUSechM0MrZ7/AnZMiUvkDS17XeuD8pyS7qCjOEJGqc35uyvI6HrCaWG6LOaLTFxvnw9vn4vbIBb8SMbr7NicrpDSDuW4jWBJI1LnyZkY1lJ5zYLhrE7CfXjLroToHxK5SkiNeodOksODYfr7ActhNgeguIV4DRa9xsok0FO9WYXvaRmk3OWfLAjgcCld573tJ1ryRvciNUNjC6ZdWMiucS20GIs1f8etCuIiEUDWb3/hl/VjG3tBRY/V6G4Ts5q8cph/emV2xSOWON/vs550wWquaoyww4ecPB4iI3CHeucfSzHpRj1FC1ERHUrLJnl4mvH7/pIh5IaEdC5pRcrg4TbqoWohW7xu8Xl8gim29bOHnDgb1kBTi5RjFBZ67PlT89gZM3qLsFAPOL/H55g5t63Kf8dOkaGNLMrMgc8Kcl3Bk/e9rjfETpU8G0cagNDCmwWLdY0WTs91X9sLwpsLxAAbVKAbe1U6L/YQEr5/ovfMA/4bqfb3PWaHqd63l6XSJZUUarh9RPAIaBxOb14gIrX3ehcPY1ge59ZeRiGMvzLRvLbYHFFpGG6VWJeBU4e5UHwexGCSdSmF3xEa0Z+XdzMCc9fp4iBLKumTdKSQuu7sXZq/bn3sE/669/HB3uE8nl/s5LaNS8WmoCZczATyjJWjSEGQRjSXT2io14xcb0MhkDi00LzpxNm+YOIZgitNB+RIXCaJ3d/eCYvYLGPoOqyhbbT9hcdRc8YPIWT9jKtMIf8UQ++hm/Ljllfp7RKoc0Tyshf7hxwEXU3Fdo7TADXf/NssZOpzfJYvGN3lFrp8Ryzcbkmo3+e8TNnUjDXpKGp21m8+6UfQhRsrHNyVHSI/0zgcH7xGenl8j7dCccbpMZau1/aaSf7QSIVwkL2UuK2jkLYHxD1uqJ3TsKgw9Kygd3KCMsFND9yAydTYHV37TqeYesS8G58JDMqeauwuoPcmQdAVEoeCMzPaxJb+P8Bmp5XFloNPYF8rZC730egivfZYykPUoLABw6cufn0tZFAKz9donhD9nIH/5QIWtrtHfIHmo/+lSTwF9sbJvqo+pDNA5TZE0y1RYbFrKumWkpAUhgctXCcsPB9KqDtCsphRFphEfMPCkYptDa5fOP11jhNY4VnDkQHPE5aMHmZmuPTUxpZkWyFg9nK64gJAACOH4jgNDnsR2M2IPRkgwhZ0mos7HHgcHGkUL3Htfj+ncy2EvDXnqdzengrIS74DNYbLoY3/TQ/4i0btdQVisBvzwUhANBCnNrt0DW5IaYtykSN3y3QOOIKr4VbTw4Vew5+MJ4S5ihx5j0YmfGCjc85N+bXrMwvWJDWcDKDwqsvJ3DnZPk0DiktlfvA9N0PdFY+Z6Bk/xKjoF7TPdeic7DEqs/SHkQz3L4ZwKzi7JWrY2HTFSdOe+9UIQ8lasxeE9DC4HNf0h4N2tRCVQWhLa8KXsClV/G6vdKrP1WDi2BlR8WnJreLWsCyee5PusB8HF0uL8J4I8JITwhxBUANwD81k97scIn7uyPiGkfvxGgCJlBVuPulJJlV7wyerAj8s6zNhCMjdyAaZqMXrIRrVKrpv1Q1XIK7pSbdvOx6RkclJhe5jTFck3WpR0lB0AmQ6brsjxalfWfJ9cl3Dkx/eCEm/pi06Isw5ylbTIg9TJaZcNyvmVh8EOByS2JLJT1ZHKljW+nVA+FWYzeVCE4UUgHpvRPNE6/JlF4hD2CY3KkZc6meaXHD82KZ/wypWRL73zYJR4SQ28cCsTrXDTLDdI3m7tsaqddwhOjW5aR6eAiKF2+L2AGiIYs9QHio1mLU6t2TJXTo59x4E404lUH4b6ujWvcia7L/t6dEs4CCI5zHuTHxoAm08b9TZhNjDhz2mFmN3ynqMXQ0paFrGOh/TDD8c9IBMfEl52FxuLCpwJKv/DYbu8UrGCXGqdfC0iv7Qo4EQ/pIhBPsVCMy1rOQ55aVSWsjCdJ3gJOX/cQ9znF3dxVSDuEyZwl+x/hPideq9iWGeXGK3kUZZ07b1VCaZCE16ABSGB8U9bzM40j4tHzLUpz2BHgLkosNiWyNrBcd6Btro3uBwLjm6yI89Bk901RQ5buTBtFT4XwsERwqhCti9rJ6/DbnG9IetLMtvD3zl5ls1o5pgmcaYxeFfWwl7ZgRBtNlTgHsi5/d7FpYvuJQtEgfDu9YmP0slNLZCQDUqvjVa57bbNC1sIYH51p6voEpJjOLlo4ecODN9WI1jz4J4zVyqXNoqIFGoeKg4xnJgGcGknsGYX1IJ5yOPMpGTK/KDF4LyMaMqU6aBFKNPdzHH7Lgjfme7gzXc/4fNbrk9BA/yqA3wRwSwixK4T410H62y8JIe4C+CXz3zDSuH8NwPsA/jaAP6W1/kTp1/QyG2JFA3WxTczZwAlB9SC4EMIjNmezFpkTyzULo1uWaQSSPy0KmBsoasmGwsgb5C0+iOlVC+GBQu9ObpQGmVnIgjo5pcuFWZrpzcaxQrQm0NpVhipJOlnpchOlexcHVeKBxRH5mFmK8oD2kxLxmkD7Pulg7pzlnT8it3m5Rl30SsUxHpIF406ZSdiJRusxsNhmMzBvU//cm7ApvdwGGsb/IBkKNHeF0dcnVitzoLXDzYiuTXQzcmc8fNOeQHNP15rxPJQ1gmNu3N0HObntc82GVMSy25tRX2lwO0a0KpD0LQzfzWu8dXpN0sHJKD9SwgOG6UDTkEd/mLLSzT1tJkZLJF2TeZ1RYMudsRkZ7mu4k8xo/fAAKjyBs9c9hLvctBJDu/UmP74J8GXEttDA+KZtzIgIgRS+qIeQqmE2AOg8zKEF0Dws6n4LFHHl01ftc3lxswa8qarlICxjkFPx5ZM+teM7Dwu0nhSEMZYa/sQYixjBwMq4xJ1wMCsdCLQflzW4xU1GYHaJ8OfyAjf9aMVGc1/VE+VFQIZcHgq0HvO7eVNFRtgZdXmSPllklaPbctXC7IrkAJiZK+jcAWZXrHpYs2gwSfPGGsttDrIJxQPNP2Y1UVG6ZckZE8dM88ucGbU/YswlfUlBNXOI2DF/7o24T4RH7Cc4C8a2lZrMfcp7Nnx7gWhdIA8lhrczBMeEpsY3ORMjUz6TrEuZlNJj786dazz+VwkXNXeVaTSXJh74vRcX2OdUltEVW1Ly3Zvpekp8fNNF44C9zuWaVdulfp7rk1QAMah9/pHWektr/RcB/PcBvARgCWAA4FtP/X2Fc2z0E7XfrKxSNGQGYqWaWu5t0hE7j3L07qTc6C8wu4x7ErNLPI3XfivFcpPDT40TTt+6C761Yxy5nAW5s/5YY/BeTnkCTVZG6XKs2l0oLDZkLTUxvcIyNOueTxlGq5KicU0eNOFRiWj9fCI1WhfwTypdEfKm41XqpMiUDVYt8SOZDO0PidU3D0pkXR56VVXgjbkBOnM2p/sfxHBmqOcIOg8V0i559sO3FWZXJOmXEbHLpCeQN5lBOxEHcPJQIO0Sd51dIoyTtc8djbwxmROVXhLAzWx2kZr0TsQqx11wsbUeJUh7AssLPlkdPYHIaPDYEYe4wgNF8TMQ6+w+yGt20OyKRO82D4mqWT+7aBsGWDWZyew4D/l3zl4LiK0n3BRKn89ZC2q8nGfUH9sDeOaxLXPGduXN7Cw0mgdk8/Tu5ujdzdF+nDGjvcVGZ9y3Md+yYCcaw3dTzC8JNHc1mnulaZDST4GzEMSoozV6Nay8w/6BlTDO047Ect2GnWhE68T5hWJyUJqK0EoZZ8s1Dp+lLQlvDITHnOkoDPc9XqMUtG2MdtIOe0807NH0hSiNpIUyg5UuN/t4RaJxXGJ22VRjgvBOcMTnV03Ed+9EcGYa6YAx1n6kkHTYtB7cLjHfkphvUxnAWRAZKALCw+6ckhRZixuwO2VCVbrnrnB2wg29EoOsJJyFIpRsZYShGoesjAgZJzywthsITsj4Sfqkd1aOZqGpkgqfUOXgvRz2UvOQuyQx/G2JtCPqfszkulPP0BQBG+fazM5kbYHxrQDBmBahsuR+402Y1M4uc7IewJfiB/CX8c9ypQHgf6u1fsP887cAwHCl/xiAV83v/AUhxCerv42uhzunDlBpmpCV/j3diMxG63MIorWjoCyBIrTQ3OGEXx4YI5C2rJkBVsYbF+6xeZS2LUyu82MlHf6bRgsSeRs4/TpvdvceM6H++xlWvr8w1EoFd2JkCxZ8wOF+xagBVn+Qw0q5gVbSCs3HEu1HGYIRZR4GtwszuUi/0HhN1AJapUM9oiIgRhruazOwJeAsjLVc30X3QY7OfYVkwM1usc2DJFqxaonsrMPXrYZk4r5EEbBXUfgGh75ojL2XDHgr1YjNpGfpEW4BeCjTpOd8EhqavQlo4Oy1gO5oJbP3Ijw391YOfw9g8zBe5esf/qxjpqepPOmPFda+l6BxSFiv87DA/CJZVtWEeCUUJko+i+k1euA29zKyMSYcamocqlpGe7n5qeYAvtjY1vwMjpHMKAJKnFspaapZy8L4hkv3Ost8vyWHDqGB0pNoPWa1WLrsK5UeIaO8IWpoqHFEyY2kb+Pk65Rpjlbs86nbkDDe8VsS3kyhuadgJcDg/QSDd+ecTzGHumVmD5Zr1MOvtIGG7xAzp2IvM9PmEyA8IEsoONG1tWUegs5eQ1ErxJYuHd7yJr9n+6FCtMkYdRc0k8n6Lto7BdoPFeIhm7PTW7yViw3qEbV2mOTZqUaywl7U4oKNtCPrTdg/01hsG7OcGEYOWtcugtpoSWnrfIgza5NaXXqidtOTBTB+KUA64GcojSZWhQxoSxj/YjLsog327E6+7tRDWs09QkCD91IKRrYFug9yzC9akJliUtM0lZxh9oSHBc5esQmFTQtWzjmrv6aRN69gvM9zfdY5gI+7PhtX2jQm41WBtCepM9MVaJwqTK47tQ/A4oJA2udCGt+iXGraEzh+00YZiHqDilck/IkpsSx6nFoZA2HwXo7xSxWUYGSWW5xMzRtsdIa7xL8nN+gBPHrZxeM/2EIy1LWAXNFAreteqRWWPjC+5WB54dw0en4FWFxWmF12eYqPaIxeenT3Wm5K+GcsJZebEo2jjPBI1XPYEOjeZSntT0rML9iYbdu1H3K4x+yp/ZDKmekAWPtuToZICoxfZZZQetwwo1XaKMJolgxuk5OuXG740SqnRyv2g5WiznnTnrEy3GQmVQR8HVmwz+CNWdVkLdRCWFVpXwQwmGpl2i0QnHBqunFcwh9R2//kaz4Pp11d66GXHql2ykENYdgJD2xtAZOXgGid9zdaIaygLVYJzpLS188rti0DES43ZB3TpQ9jju6g9Piz+TYNdrQUlP6FsTp9y6k3rLRHHRt/VBLCbAk4MzZb7Vhj8F6G6VXKOSiHsZ12hJnqJbTQekS4dH6RWfXJ13w8+aU2khVWeLUoXXHOGqK7Ha0t5xfZl8tCicVFYH4VmF51yYF/khoGG+DOyYILjpgsLC5IBKc5FheEEVEkvbt713ghLPn8J1cdY4tKyNWdavRv04sg7QHrv5XDn5CCPHqNB3semsSoJzC+xapdlNSH6t3Njac3+wPuXNU+3VbKzR7mO3pjogSU2DBNajOzYy95b7KOoeJa/Mde6jpRsmOy3Kp9JB5KNE5K2DEtIcc3XRQeh7iWq/Q5yLp2rWrrj1lx2DFnFKCBxUV6PWctSsBU9qtJn+w66zPoXD19fR4S0b8phHjHjNObOc7PxpVOEdUj4O6M+J6yCZ9wopQlnJ0AK98zE6uHLHuttOr8k/9LJgO1x5Mhhcxml+xaWnV+wcbwXapT2gmbX3asMbso62yhgkC6d0skQ0JLMgfa94xRjfEuzdpcZI3jkpnSgmqVzSecH4AAeh9obP46B5bsRGP3F1zMLlmYXyEM0nlQorVTsAI41jh+08fgvQLtRxzNlxl9BMLDAsdv2ujdy+CPFU6+YZsMBFhsc8GMb9kYvEcz8Olli5joXdTl+Oglbiz+GQN0dp0/zxsMg6JBbF1bzDCLhhEpW2EPBKjgOYG0zefhLJiVKIclt7JoJVhRaWUOLC4JbPzGElqKeuK3/biAlfCZlS7FyfofMYtPBgLeXKHzKEW8phEN6V5WBsDJN0Qtfdx+mKD/QYnOHcCdlujeT2En1ECab5sGW05hv+cV24mIWM0FrG7TloRyKLbX3OeUe9aUcObA+ncUrQBHGtEaKx9RoNYJqpq40ysO0h6bnNMrdG9xFwrzLQe9j8oa46dEOftIyjnvv1iJRu+jAtEa+0OyJERXepyElzlZKFlLIDjO0TxQ8M90rVyZNZm1D25rbPzjEsGI8b3zBzxMrjpYXOJAXudhifCoYPN3onH0TR8rb+fo3ivgTRQHDfsS7kLh5Os2WjsFWrslTl93CJnmMFRoJla9OwpJn4eElVIQUZn5lvFNm4J1x9TiWmwzqUs71B5SrolteQ7Xli5nSqpKQJQwM0Bk81TyzcphX03mTCYquRjCagKr313WAnBFQ6B3N4cds/ehbEqpdx+wesrNJHZ7J0My5PdPO1XySFZX6Qm0dlP07pbofqThTgr0Pow5+3GgML9EKA9aPzc10P8AwDUAbwA4APC/qWL/x/zdn8qVdmyqSTkLUs68iTYBzNKqEvUKjolvp11jlm5kcFuP2UTiSU33ISgg3KeQWdHgQ89DybKxx80e4Ibtzc91+utSLNOI1iz07hT0SE3Ps97WLoe+Kow57VL/vvSBxmmBxSWBomnkInw2/iLj/1mpVjb2+d3OXqMMRWUmbWWkuUYrxPSdBalnZ685WHm7wOSqg9llie4dLrqiIbDxmwXaO9RVUTYzke4DNrSUw5I5OGF20jgmLa70gc4dUmatnPhy6wnFxJZrEt6cge5OuegL39A1Sy6mZMU0ulcEZhcttB8qU0VJ44akjIS3RnCocfr1BoebzriYlM0MXTlkYMhM4+Bbbj38Y6UK4xterY5Yevzd9gM2+qyYWf/sokX65HUHp6/T7jNZYQUR7rOR6s4+1bTMFxvbTki6ZUS4zJsxA+XBK+pXdecak2v0WXYiUhLtyKjk2jyAZcYqUeYa/ikhzcIwbdKWVWPgAOpNy58QR9aSOHLhE26ZXbQx+CCvndy8KXXq24+ZxVeS08tNZq1ZRyA4K7DY5p+rSfLSIxffSjXWv1OSdrlHiGj0ioXFho1khdRqO+awYiWrbmVkKi0uWBjeLjC/aFMF917JBncgsPZbmZFf0fXUeGuXB6dyGQvBMWM7PDLQmQA693gvrEwjPCzQOFTw5nSuqyBhf0wtoaLBBLLqd0UbhDCXmxJJT6L9uIQWZLfFQwlvQmJJRQkfv9SAssnICw9KaIvVBr2NyWg7estBtMbZi+Akx/SyC+UaOmwo4E45zd55wGo1a9uYXTSWnZdcHH+T62e5TgmXwEwriy+hCfzjAvxIa11qrRWA/wvOS+HPxJWuRrudhXEDG0gj0UDcECBXP+3y50XIrHF+mbBRhd3ZMX+f/3DzzLoc2U4MLxcwpVvEf2cdgdGtSqTJdP+NEF3epC8oSz9+VnfKnoSySO9Mu+R40+uXZXJzhw3fvGlYILcsNA9KsimuSMQrZL2UPjeA6TUg7WpjCF3pset6WjhvcvGPXrZNBsHFPLto8PdXHZy8YaHzqOCwyQqHUYi1CvhjCoZlXYHZVWaf4UGJ8SuVpC6HSiojFwg2q6N1I8+9xWqgmlCsjHvCPYrHKYeBCYAbmjmw87ZAtEbJDeVSYbUIecifvMlDWJsKzDEbnp0Qk51c5WBR8wkHevwzI2mw0JhclwYv588pSnYupVvJQdQDacFzjG0LaO3Sd9bKWRnKjPGuJeGHxlFBC82nY/sKmVJFg6YmlQCcUIypSuyNVqOk4lYzI7JgVhwPJEYv24jXeFinRnBRW8yAFxucMUi7vJfOQiMZEIJJe3x/odiDshIesu1HxlN6QIbL5IaFziPiEKev2Uj6xsi+QRhpcgvIWlWTF7UvsbNUxhuangTjGzbyJt8n6dETwko1Tl93MXrJRnOvoNFLh7FdGNctf1QYj1yByXWJuC/hj0pMr5OskQcSp19zaqosYLSWzAxJtHE+8+NU99ior1YxtFyzIJSuWX8A6inutFuRJygrn/Qljt6ya6lqd0oWkDNnVWbHGmeverBywD8mpdobk0Jup9RuAphI+SNWDMmQz7WSx0jbAqlxZPuxacmnuD7TAVANypjrvwZK5QKfkSstFWAvDU6rufm5RmTJynjSL9cttB8XsJcag3cYlMExG5LexLhguaJ2mspbxOpaT0okPYH2w7KWzq1MXfwxN/3gVKNxQHXRxiFLu8WWqH1JAVYnFPaidZ+7VFj9QYFwj9ot7hSmCckNsXcvpxFFRCXR+ZYFb0zZiY4ZTCoa1AdyFgKtR1TSrEo6bXGyGYCRoCW0IUpWHeExh1HaOyWgYGAtNq7tmMM43rjSMLcxu0bYqmkE6AAOdGUdHpakymksL4jaQ7f9kCJkrce8L97ETPkGRrnV4ZCOsyR1NmsxK2rtseeiBe9/+xEpogBpcM6Cw3ir38v57BwuHG0xE5OFrqW17VijtWNcndaNXsyxNuY4ZK/4I04H9+7SmcxKGEfRGtkVFW3yecQ21WNFvSHYCeBECtFQwonZ0F1s2QiPONjT+1BjuSnRekjYJDgl0aEMRI0tc6iPcEDaFeh/QA2oKq6tVMObKaS9c0iye0/RO3vOfkMFaxJrp0SDlXKQz1kqDN4rEe5rKItDY86CjLLSAwbvJZxULjT6HxZk0M0IY3Ye8bPkIQ9nbyzQOBSUPTbYedqlmF01AGilHNIUBczgXob2Y0pNWBmVc0VJu0sr4QClawa80p6NxSV+vvZDCj5CENJK+4R9vTGZP/FQoLVb1PpfyYA9tOCE9O/ETM5Lw+VvHJLE4U1V7doXnJH+LUrKmLQfc35JFrRc9SZcKytvZ/Dm1dwBN/DK7pZEF/53uMeBxsUWCSxVRSJN1RuccMBv+MOUB1TKwzodEO2oht8+6/VJ5gD+BoCPALwqhMgNd/rfFUK8b+Ry/xcANoQQvae40vvmd1wAv/+nvYcWwHzbruVYK92ajb9/WtO3ADavitB4+8bc0CgIR+qfP1ZQLjXpOw84Zj25ZkHmvGmFz9P6aVqjNzLywsX5Zym9aoNj09KbUe9bW9ww41XOD2ShJBVMmE10XKJxVNBfddOG0CZbMFIEi00H/hl7G8oWdUnbeaDgLCk54Y2Z3S03hZGjVXCXhGgWlwwP/FQZeplFY+iSC/fsdceYr2hMrlrmsOKhGBybYa6uqGUz3AX5/bGBpypP1XjASchqSKVy2VpsyVoMjowF1IeJlRmWRZtDPFnbVDdXWe4DJsM1ypOlx2eeNQUb0pobuSxZlcWrHLdXFpvfwcm5pHUl4je7zIpweo2fMe5ziCjrcqFriwfl84xtCA4eUbSNG62WAhu/doCkcy7hHA1ptv70EFGyUnnLVibmnF/pPOJg2Xybv5+2zfBUV9awX+lwujZeEfV6Kh3ef2eB2pTHmyqkffbOojUesotNVrhaEO7zx4SSmvs5zUwuexCa75G2LJSBwOKCi+CEip15IGvjmM5DBW+icPINp3bRS/rU2apet7WTY36JFUhrr8D0qovxDQvTK05dTY5vuphfsNg8v2wZS01q5ThzZsnxkNXV/IINd6nQ2CfcG4xUfQ+ioVX7Kld2kspmNl8xgnQ1M2S8JKwa6uUwaqXUO7l+DsDLgoee0MYpbdMx8C8My42LIO1yEDPtcn0EI4oDBsfc+POQ1f7sIodeJzfY1F5ukgWZ9AWGtymtEYxLQHy+EuCTVAD/BoBva60FgD6AbwL4XwL4VQB/TmvdBPCfgzK6AN2TdgG0APxL+AR0OS2B1pMCy00zDZnw1Jy93KsNJvwxy8rAaH9XSojeiDh4henLXCNe18bCTaK5p4zXquFPx9rQrkDK6JECFBdG2qXWiix0PcHnRMxQ2w/PBaaCY7r/zK5IaMENx5tRirbCOCvoCtpYVPrGTjE0mVbbMI9C1KqaVgp072dYbAn4Z8ZfdGAEoVZ4C62UE7OQoNRBZqCuDhvj8arG5JpEcKprX9ekz/eVpYEPJizjl2vsp1SYZjLkoqfvKg9Lf6RNX4auRMmQUeONjCbQqjabsUVzj6Wx4bS4uHyjcFpl8LWpjqH7Vi5W3oRZVtKn7pAVo9YNml+wCd8JHiKiZPY0fDenfeY+YyEZmsnxkcb0MhuFi3UL08sfG35fSmyHBzk5+AX1m/JQYPLNtZqB0jgpay8FNmxNNTkmo0RbhCdkCURrbFLGQ0nz80ibQ8NIKJumo7bYxLQyY3XYEnCXul5LlqlECl+ge8dMco85jOiPNca3CLNUVqxZU2JynZswfbYJqVY2nPFQGO0txmJlVFT5Vcgc6N7La4bcco2y74UvsdxwaiqoNyGNtLlLlU061EkEZwrLC5RubxxRNkELJmPKPjdpceeMba4dNr6TjqTekaFbUt6Cr5kMyHoLTljt5iETsOk1ieUWM+7ZZbqA2THfMzc9Rcprk/o5v2Qks1fJwqoSHVHymWcdshNLj581OCGJZXLNgSh1TSzRhgiz8naK3NDAnYifLTjlQN/Zyz5njAakfH+e65PQQA+01t83f54D+ABkP/wRfEGyucKMn7eeKOOSZcxJWhLNg7J2v6FGOQ2XmwclXcLAzUPZohYw635IW0l/RDkCNnfOx7ztmDS5rEPaacNAClpwU8zN1LETKZp222Yq0Ugq5E1RDxc5EZUvZ5e4KOnNamRpXWbCwQmbx3bEMreyr2s/pjb4cvMch5zccNE4ImyhbaC5V9absndGTnsydJA3+BncOUtbDj8JuFPqi1uZrmUm/DMNkXNT9kaEU5abzLi0Td555XUanHIATJrJUm/K5rC2+DuD2yWshKWwfyaw+j1iz5UKZTIQ9fN0FoTqvCkZH+GBqdTOqMAIcCApb3JRuVNixbS/4/Ry70P2hqI13su8JdC7U8Cda0QrtNR0luxjKPOconU24Usfxu/5Y2mgzz62FaAciXBf1UQEJzKTzsclrFzXkMnskoXmXon24xLxCiVHgjOFvMGNFAro3Cd11p1rQ3c1WlQXZE1UEIpMncoQqPS5AS82mUzInKqj8wusHtM2cXXliNpJTShWHY1jjfklibRLIUBZsBKh7zA3u9IzpjG6ogprtJ6UJiERxsYQmF624U2AwDifNQ/KmqLqzI1Be5uZM8A+SdpjFTi/KOGfiXrStwgIq/in53tD41hRvfZH/K8VvDmhWXeqaxVcSqQXaD1hn3G5KdD/gJVm46SEOwFWv0v6demQHVQ5oVXOgvGKQOOURjbhrjYYPSW2KffBCeHCqIx6E22c2FiRDN7jBH68So2s0mds+1NCW5UrGqFrzjrEa/zeWfscqfg816fqAQghLgP4BoDv4HPK5v6IZG62RNy3a9d7UdLhiJhnTk2alywjTcCHslyzKNXg0ay9oiLSeOM8yw6OuBk6S04VelNdsxjcGTc6O2YQ2TGzYTslDJW1JBpHFJKSuUbnIXXSrUTXNm7jlwB3qQ33mid4+0lhKhTi82mXh0Al5RucclzcGxWwcvYPZAFjFMGM7ezV80zFn3CCNm/x3qQtzkVAgCJ5C0JT4R43z7TH4ZTglJK7yqUxtjuvhLd0nQ3ZEeGg0hW1sJYwcgLBCb0T8pDzAe1HHDZLhpTXbhxSnsE2DIq8yX6AslALx4W7PGyDMwUt2J9ZbgqMb1m1faY3ZtaWdUW9OVaMqKTHWY/WE1XDKCffsJGHPMDtlOJ54TG/n5b0hEi7Gpv/ODE+wz+9B/DMYjtfIlq1aapjNpPFJmM7OMoQrUiMb1ACo/VEAUJguca4Uw6nU8MjVcOIVWVV+KLuVzmRRuuxgrtUxjaRFSn7RSQkaMFhLHrwSkQrfF1KmVCttXnAPoSVE5sev0w9K98wkWQBdO9mgORsjcyNjPURIaS8SVHBZCjgjQtaVBqZjvCASQSUkU4ICafYxke6aMAwlZiZE3o0Tl5NVgT+GT19s1AiOOWaKD1g8H4Bd8JsPDzQtVS8vSQcVMFdlV9BxfmPVyg3nwypF6YtgcVFgdlFG+0nJZK+hJWfM98q0/bGMftYzV2FwpfwR2TAhYd0dJsYF8HGEVlRskTNiKsSVVHCyINTF8md8j6dfN1G0pGI1iiNM7/IJNid8hk2nyhEmxrr3yGttNLh+qzXJz4AhBBNAP8ZgH9baz37SX/1x/zsn/mUT1PlXCfkuHYg6tLJMabT0bprMGdmpqXDRQ9NnMyOz0vfMmBJLTPUjWHlmEEYi43GxYZE1tG1BrsWrBaoIU+M1V0oNA5zTgW6bNAIg0Wefv0c51teENj8jZLyymtkMOQhmUDBCaWmkyG/jzsnZOLMDQ47A85e9ajn7wKLbYHwqEBrh8FvR6IW7ppdMht0AnNPyOxJumT0ZG02k4VihRBtVHCJxvSyDSum7LLMNGY3CKV5E2YRWYesnuUmN1R3zgypotUuN2TtlSBKZiveiM33xLh/VQyoxrGicFtOdkXWEbX6Z9XIHL90Tp+jOBo3rHiFcNxiW9ZwTtIT5mDhUBHnQZiNza5wkcd9+htA8/29Cae9mzvA+IYHbQGjWz+ZLP0sY9txQygbKAJZ+1K7M43SF1huehzAc1kdEsog/Xa5Lms2mLJQs3uszMBIzR/1Ok76AtFKFQuEjkqPUEg1L0ItnhKtJyncuTKNcgmYPsPZa5YxhyFza+sf0Kthsc0MPu0JTK67aBwpjG65pDWWTJjml0xz3mFsTK67SDusvsl0Keqqr2Kz8POxp1cZqDDTz+kvPZDG54PqmcsLlC8pXcbTfNuCLDghLAtguc2q1z/T5iBkRbTYlEa6RdcZc+kC8Qq/p2P0uOI+fULcOUUdS5ewjiiYtFX6QhUkFK2zKlJGjmL8kjyf2UiA0SsUxMtaAq09wnvOgpVDVZVlLT4Dx+w/jQON5RYz/njICkvmGuEx5y0WWyQILDZtM5X87HsAEEI44AL5j7XWf938+IuTzRXndE4KMTHrk8YUQUuOnDsRN5u0zSk4OzHc/4iZVd5ALTRWiVx5U1XLOtsxdcBbjw1HekSnneaeoraGrjSJLIxvepjcIGbnn1UYaQFvxM/WfpwiOGGgxINzD+DGITPftEOno+auqsWkeh8CzcMS/pgc/or62HpSYusfJJhv2/BHBf1ZZ2SPVBVNtEHoK9wjd1kUGmVA+pk3MVaWq2zwuRMeenaiaxmC5j41htr3JHFjYUbUjxlAw3dJ5SuMfV33LpundkwIxUrM2HuL5a+yecDIwhiWa2Z2VsbPFe4RV5UlA5nSFmQ89T8o6oy2+5E5OCxmRDJjJVGZnpc+N4eKq+6NOR/SfkAMtvQrMS2LVoY2K6LWbllv152HH18BPOvYFpqVaNYy0+GBgUkWZLmJEvCm3HSidWlcwvg8s2blk80NxsoIsZUuiQ+u2dBKR9CmtCXQ3CG8481478MjVVstNo45SHX2so/Ry9yc/BElKWRGdy9mwwmcucZ828ZyzeIBC8a2NvLFXD9Gg18B3bsKzf0C/rSkiJoZtAxOFTb/UYLpFQfepERrr6iZclbCZx0PKPznGV4+5LmqZ9U8TQaMbSfifuHNSrLoxgqtvRJJXyDc5Z4hFDdS/xSABoa3M7NRn3uOs3Imk8rKTPXRQQ19SkMZrw6t8U2Lw58tMgrDA/6cKr+m+l0A3bt0XQM4i9A8KFH6tGqVBTf55h73mqJBBha9i8lsqhhM/oj32p3xOeQNEkecyuNcgPI56U+Kvp9+fRIWkADwFwF8oLX+80/9ry9MNleD+HB4ZASOLG664RHLvMaRgQUaQDIkxa0aj/dHqjZidpao/Te1NCyhrjS6JGzC9j4qITMycZYb3AznF1mSpkad0TYQz+oPcj6ogIsuXnWQdYjjH/6sz1I8MNmxyQOtDEgGDKbSZWBYmZmeNISUvGE2RF/An5SYXrVw8oaPpC8wu+QgC8m/1oKfuf2YZvTRqsTJtxRW3l5iucEMQGaAKLmxSCOqxxFzYru9O0XN6y8dZv3KEQhOFSa3UIvcnb3qYLnFDTftsJGYN01z3TSyRUmDeXdGc54KTqrMKhwDwbjGSB6amzQrOPorWxmQ9C209khXrZpybASzGqk8bZVrqiCbzznpy1o/v2ICuTNmVNWVtQS693Kcfs2un0vFrX4usS2Mxd+JMuJ+zFDdOdkx/pk2z4/QWuO4gHLM5jBVdR/DjlA/j8pjIOlKRENZ69gM3s1NxmthsclhyPENZvjRmqjhOjvRWP0+WVKsFATyloV4jZvn8ZtBfS+rDb66kqHxAHYqqJX0yUpCOe5btfG7Py4xvWLh9Gs+sq7AcsNG2raIzxsZlsYhq/f5loXR1zVWfmuM+ZZj4tpAN44xiTljfCRD9h8GtwtoKXD6mm0gTX7GKratjFXG0TddLC+Y+2dzzoBVmYkl47QWHOv6UKM9parloJ0FqzB/RFhU2Sa2LX7X0uehl3YlGsckniR9Wc96uDNCbY3j0sjGkDChPEJHdEPk56tUQq1YI17hc9QSSLoC7ccFzl614U+5JzzzJjDIhf5vAvg3hBCxkc39Q6Aa4v9MCJEC+LMAvgugks09BLAA6XJ/8afJ5mojA5H0WLaGB4pY3GVONyoL6D7IDQNGYH7BwnJL8CSUwkBAqAW2AN4YbTNI8xZZLJU7UrzKG+wYB6Jwj3x5/4SNqbjPRu/J1x14M2YxEMRuheKmVGHcdqxrqz4KTNG2rXFETr0dgf9fmbKzJ9G5F1HZT1FwK9yv+gos87PuueZ+/4MCx2/x5+GRQuuehdErIRJT5dgJh93SnkCywslQSGDl7QLRhsDoZbueZCbFlPfp9OsCvQ94r6yU5jPdD41ipREu8ya6ZjTEa7qeqo2H9CNoHCvMrvJe8RCgTEcRoKa5VX0BTmfCDB4RrphdMZrzLd7TrMXhsdHLNkqXpXnRYP9ES25UlQqkHZuDYaLqSd/wqIQTAeOb9B5YbjC8w/2PxUmffWxbPOjjPvHv5m6JxVbVtyoNDTjnBnQkmHVvCk6USv4OlUQNTz7jEKAWRnDP5UYLTc2Y5QVZx7aVUfq7cVwywToskfR4sJ9+zTaGKoRaFxuydqtzTfVgJTwgqsnlIiCu7o01ptcpRx4PCHsUPpOG3gdRPZAZDSkZLTNtpJUZF/PLTHD6H2aY3Dqf7m0+ljh7s8dmf5Nib0UgEK2ZocsORRGH7+SYb0ucfN1GPGD14yyYQDiRxunXLHTvVCZD/H+d+6h9x90FqyffSDVE64y9YEQZ69xs/tMrHKaUBWo4WFuiPjCyFnsJyhZoPzAmRW1aaU6vUfo6NnpUWZtr9OwVxrY3IcnDP9Nm8lrUMwKUeQC8+bkTWeOogD/hBHdr55wK+2U0gX8TwDe11j7YDIsAPAKldP8nWmtPa93SWv81AJVq4jqAJoBbAP47P40qJwqgvZPTCachMN+SaD8gvXH0sg1vprDYsGu2TNGgLMDoloXSZ9laqfvZqcbKD1JTOptBk5gqlM0nlE1Oe5XMBCmcdmqaM2asvvOQmvfBkTGKttnA6TwqERzxIS23OLIfrbEC6N3JzSYvjJE7JSpSI+1c8bO1BRx/M8TssuT08/J8cyo9oPdBZAShmP0sNi2s/jaDe3aZkJS2gMUrGZwFRcb8M2bmvQ/MlG4JzLZtuDPUHgaVlWQlC+CNeXBmHfZdwqMShU/WCRQPSuWgnozs3KOAWR4KNg8Lsjba9+l9KgqTrZmpzErbvJKUthKDZQsgXmGVYpuKTZT0NWjtlbAX3HgqvRVlhPbml1jed+8ZSz+PlVraoods1uG9ik3PJWsJMp6G4kcqhC89tksQGhnzcF5uWGg95gF2+ho1b+Zb572irM2seHKdFL/0KWVWJ9YYvpPCibhp2EseqNPLNvwRN5uspWtBt3hFwJtzAj03cdzeIdQX7lFKoHKdau2WaD6hE9jCCL7lbUojd+5TrloL04vIgfZ9wy4qmYRoYXpkbzQoanhSMDGzqv4Z0L89h8zpQmclwHzLwer3KaU8vWxRbkQBs5dzI3HNBKFxqNG9Ww1gaUSrNocJj01sj889IZQlDCRKimfRECRllEB4TF2xpHs+ECoLjfZ96u5nLYnwiNl7tCbRvafQelLW079acq7CWZKZ4yx1bdKkJdd9tGkE3SJCc9I4n7WfkC3kLGAQBjOpHgCTa5Rj6Tws6ma1leuabpq3ODMz35I1BEd/BfGlqIF+HFXu465PTZXTFpD0bDgRZXwrjNBZUFAqaxphtTsUuqom+yqjcWdOSCA8VMiaAvOLLksjwYwpPKRHbjKgFHK4d661nzepaeLMydhxpyUWFxzy54csgStZ4+WqBeWhHoaSpZkWTDX2f96mBs+9HIP3CjROqbvfflLUGH7F2ika3CznWxadmjIqbDZ3NUavNlC6HA6rtL7TjqgXWdXgW/mHDu3pHpRm0A01x95KuNk7C/7d2WUL88tmY1X8p8pqqsolGsran1WazZxTqmzkZW0ezNVwCiUhgNNvaEwv2dA2G5EAP3veEmZx8OdWSi47wCqu4q57EzIomrss3TjJq2ufBGqyc5JVW8wysxYPg9llSn4XDeKmdsL768600W0yEhKLH18BfBmxzefN6Vp/pOqGozdV6N4vOb2rgd6doobPKtc7O2EGmPZYbVW6MBVV2so0vFk15cpnE+6dQ0VFACRdC86CFWZ4kGKx6cBKSFqwE95zK6VEhXJIuWTzmfCUlWns/0ue8Z3IsfKDDI0TwhjhERU4qyEqwMAqmglIvMJp58q5bnKrCeUKtB9RzVQoQrFVchScMuFa+U0bdgx0HtCcHdroGDXOBxODMzNFfcGqpTDs+Bz6raaiRcFZkDxkk1eWZmbAZvWiDXwWD5ikjV6yYBvRvZNvstGsHNKPtaGqV7FtpYYAkRnV1wxoHIhaqsObK1g5XcG0eebSDKCVLqsHmQG9u8pYY1IYzo5oECPMLEX7sarhzMqHPGsLhAfniMdnvT4PDRT4nKqJ1WVlxLeXaxwyae5TQVAW3AyKgNhbEUgjWEa2i3/GwJeFrm0QuXERj+w8KBFtGiu3Jm9sZTxvx1T2s2NmWcmA1cT4plNn6hv/JIY/KhCtMpNo7RcojD5I8wmzT1GSNXHhH+VQNjC9Ri9XspE0Co+3uHLv0QIoA0CmLN9buyWypkD3jnEBE2y6zi6S0VFlBGlH1CbZzf0S8SpZErNtZr2VFV1wTEjIWTL7DYyRjDNjtlENe1VWiXbMCdwiZNaetc20tG2kKszAyvDdDP4Z73PrcXXfgXCXdnvKQT3MYqesSLTNvo2Vcao1a1JBNG/xe8brXMDOwnCdzQaUm+YnVRxJ8Ux6hKGiNTbDhCK8kYc0Kamof60nqv784TE3mk/imvSsYruarI4HZJW0d7L6ALYSSiGHRwXyQKLzqKwlC/wzXUNrlbaPFuczM937BZZblAjOG+zFeDNSlr0JhfCsnPcl7VBk7vTVgI1QV2DttxMEpzmWm6wOGifsN+QNViBJzzK+DxIXfj2FlszYk75NXSczZChz1J8RMPpXJbPe3p0cWVNSG8tM3Db3S4xvWnWsF43KEY7fNzwqkTeNqfuahXhV1lluw0hLu3MeWCRL6Nr0pxISlLmmQF1M9kwZkE5K20jUnr3unEqxw3dT01AnnXa5xqSnsW80/82h4kQaVqpqheLSY6YfrRM2kjn1jpQNLDf4+eljcV6BKkfUQ3t5SyA8LpC2yXBarstaHaC1Q/WB4FSbaX5SoXOjxNp+XJCh9PlYoJ+LBvq5VBN/hCtdLCkNcIUBNXqZJfHZaxZOv0Y1waxFt6LK57f1WNWdfC0E3AmbLhX1k3xjy2iTa+MmVtEKBVpPSrjTAt27pWE8SAQnhle9oGft9KqP2UWH07BDOh65UyBe48Mbv8zDo3tnif3f7dQ4eOFzY0t7fHDaYZO7enjeGYdU/DNNhyQNM8ou6ina7v3SDM2oWixKW2zuFoGEZ6Svsx5L4XQg0N4pkPZ5byr6X9Ziw8kfsdkrc2B+2cg4nyqjT6MQ7hsJ3UJTlnmi0TjgovAmGkffdFF6wOSm4drvE7+meB+54N5Yo3lY1uU8D3HU3q6VrHdwRPy+sa+NLy2bdtGqrA1CADNB7dIZLBkINB9zQYjSbD4ls8OiaaqfPr2C7aXBawVq8/PnFtvlEnmLuLfMgdPXPESrAmevWBi9TH39aMgm5mKDFWHnERkutpE7cRba4OI8xLUAxtdtlB41n5QDzK4ZCe9QoLlXwD/L0f+ggJUAsysS4WElNa2MC5yH+bZHTZwVJgPuhIN7aYeigctNie57Exz9jFfPAZQue3BZm2y8rEPGTdbhYeWfGn2mM43xLadebzQ14u/3PyzMYGCBwDRMtaBUSWka/wBqarByKO1BxzxV99ySrrFDHesaD59e5xR187CEtvn32o9LzC5zc+3eS8kc2jG+AJHG4e/ykDUF/QUEk7LSZcJYfQaZU7pietmmg59RcvXHTCIB421xyHUanFD40J2XmLxECHqxTSSjEuorPVZK0ToTyuBU1ZPu1QGb9vg84hXGtsxZ2RYB1/fnvT4zDfTzqiY+zZWWrRC9ewXCHd5UZ85x/uE7JdwZUATM2BeXhMncS/ijot7A8jYFyLwpOdTVWDkE0NwVtfKfNybP2E408qZE3rSw/y+xKdw2PqZ5U2CxzQGVtGs8ezWw8jZL86wDCrcdKDSfsCydXWnAnQrDlGFGYC81endLtHYyuNNqGIzZabyuMbidI1o7x31ljvPJSeNVrFyjt9I1Oic5S8b5tjjngSviq/6JRh6yoSw0arMaZQs0jkpyrtd0bQbvLs7F27ImoRT/jAyL8XWX/GVjrtM4KQ1vH1j9HhdD0pVIBlSNbBxpM/nIyWNRAo1TRc62sZoMTpSxkdQ1jlwxTM5esxEcc+E3jGdrHnJB5y1mWs0nPOTSLje5aJ0DNcoDOg9KMjWWhMisjPDJ+CULjpFKeF6xbYUhOg8orAbB5qx/ptH/qKznOuyETDRnyYEs/yxHcMoNO+tyQ7cS1BPxHABiHMYDwnHBEecfoIyBSMfG4c9aSIbGo9dMpc4uWcZMR8A2YnQrP2DfJ14V6NynWXvjgANYi+sdHtwmVpYXWF0O3s/R2knhHzPr90Z8zXidEh3VbEhOpXeE+0Y2whKYXOeBpzxjFzkgxCkK9rTy5rn5O6mqCmmX3t1C6RojB1Czq5abTF6au4Cd0kZSlPxMyqakQtYWmFz36thO+gLBqERzl7G98n32GZarFrI2v3N4oI3vMl9H20DjtETaNf2sAQ/XYFwiMFPJVsqegpVQqTfcNQnXMdEMDjkaZzSXYotFgwdq3ub8DJmChMtkbjzD90kft1IaYn1KmfMfe31mGugXqZpoRxpx34KzpOtX5Utb4aaD2zz1nPn5yHy05iDpcuNa+UGGPJRYbEnkLWL+pcfNwDaa+u5MQ2Y0eiftjGPx7lTSmm6F2Yw75WLSBkvWlsksrpBC5405GGOlfM3GAQWnhOIGWuP3FjHH0cseDbdHuh6oaj0Alms2mrusNNyZGVNfamz+RlK7cIUHymyg3ARTY3IeHmjjPqTQu0MBPHep2QRs03sgXjMT0AtO7bZ2SwSHZEyIAhi9xGnaMqCj1tlroh40KkJmUnbEAyceWLU7Wa2I2hHo3NfQlsb8Ekve8ICTwZUYHaEOZp1ph/2ExQXCUvGqqO+bzA005gu0H2W8Vx1md8N3ynrzs5fsWzR3VT0Q1X5cUvc9NSJopq/jjxS8MWr9oecW27GmLWmKOrb5XOghO7hNI3VnwWptfsHGfMszVEWBlR+kyNoWB+vaoh5IIluEB0ptkXlkrBzXJTPYuEpsJJVBDc/eyrguINgvmm9z7blTYHKTDUl3rgn1Gblmd8qmb+e+qu0mT78ewJuS4lrRIptPaGLf3mHfzVnQ1N2OFTZ/fUFRNsNoyxsSyQor9mRoLE+PFKyY67R3p+SMQ0TfaPpMSyyrRmvMHkL7cYFwnz0goYDTV216avsCZ68LjF7hNmdljLHxy+TXCwUkPfYHkr6oK0plLFVLF5hf5CCoP1KIhyRcTK7btdtdJc88vWIjXuFBttzgZ4VGTRUvPcZ244iy0XlTYO27OWcAEmU8ijWau6ysaYhUIOnJ+sBOu/Qn4DNnbKufSEH46dcnqQB+HqTK/aIQ4m3zzx8CVRPfFUK8A+AXAPxpoKbK/TUA7wP42wD+1E+jyilb1MwGSG4mxKItlI7AyZuoqVEy48ZEnJ/Mg+NvurScOzJZelPWInKVJnzFrU76vIFZj5BM9w4zYX+kMXivPKeOxRy6iYeEnGi8zs0v3NVwZ4UxMzGb8r5p+j4uqApYwugGnVP1nCU/b9EQWFzid3QXpItOXmIwzy569aa4XJO1SFznUVnDPu6cWG9zNzVyvgrHbwosLhrqW6nRv83v1/9gyYngKzaSIQwllPfaP6OOkX8i0L7PZxEcVRutMNrzHFhTNqEb0tsoy5t2BC78gwyD24R40i6phOFBXk8TV8YZnG6m1lD1/eI1jbTHxRwYpc8iZE9DSx7go5csLC7qWl00b/AgsRLTN1qVNa3OSvj3eGix4e+NdD3I97xi25+eY1DRGrPe0khuHP3suZRG1fMqPdP7sYCjn/EQDyWCYyPfHMia1quMumfFK89DHghpn7HXua9oITlWGN4u4MQa7kLBWVKcLOmSBde9SzzZiTQ69xS804wChOvsLbUflygaAt17KSmQBtZRjunXJKy6qpmO+UWBLJSQJSGl0UsW8lBier1R+xmkHUNjjggnVgeMnTA2g+MMpSfQPCxx/BaF3aq+0MoPKI3RfpQY5Uwb0RpfT5gkphoaDHcFeh/y/rtTDlBakbFcFYZeqykNP7lmm9jmvV//TorBeyUax4wrK+GcRgW9KIe9EJmbw/XU3N8Fk7WsbcQbzaBkGfB7aMn94uRrDqILhK6VTSroYtOqxeyiFYvCgBOuwaJxTqN2FuyzfZL+1k+6PskB8F0Avw1inQ6Av2GMsv8tkBMdmH+Sp+Me59joT+1TV4NAaZeb6+ADDmslPZ6U7lji5C3eTCs35VJXoLlX1gydyti5UlAsfMorpH0zkBWyMVi5S23+OsvsaE0akTfKy2pp3MBWzCi+oTHOt0hJW26xKphedqmXc6whNN8z62hAEtKJ1rlhNY5YQs4u0SwjXiOrpbnDhb7ckMh6CuGT8yx/cUFgua054Whcs9IWHxUlkQUW2wKTG74JfIGNf1pi+EM2bFu7BZKBROkCO7/cNIwkoP9BaQbBYAbcaLlnZaaR1TSfW5ImOL8kakmNyiCk9Vhhcs023GuN09c9yJKUwbTLw26+5RDyWbChnXZIXdOSB+NineWrsxC15EW0ZqYeL9gID6iz1Dws4E04nxAPBQbvJdD2+XCZPzqfqE57EssLPNSEQq2FUz3P5xXb1cLO2nQp639EjfvFuoWkK+DMBE6/wSG7yis5bwqEh2XtZCeKSkRPIW9w45lfIj++CPjfVaM0DwXWvpPDnfO+k9lDNdnSZZY7v2CTuWK4+ZPrNuUbbhKDn10JKKlwwso7a0qkfY08tGvzI2jCPgDqfle0zv9uP2SPLB5KDm6OK/tUip5Fm6wKo1WJrIVa/I3uZ6wup1c9VvQNgbXfKtF+SJ2jzqMcaZesoye/P0DjlISI3kdkJFV9qawpDPuMQo2lj3q2JtynqVDjhE6AlS9441DRiKgkAjF6iclYZGDZrC0QD20EJ5yCDk6NUJ85DJXLPo6zZOVsx2Z6u8/KYLFhwz+l61dwVsAfafTe4/sPfxjRUdBAWlVsW4ZFt7xAsURZ8LCyUlYoX0YTOAXwi1rrr4NNsV8WQnwLlMj9u1rrGwD+rvnviiv9xwC8CuCX8Qkkc4WCYXdwgxdKY3rrfLMODzR6t88Nmv0zZqnTK9R4CU5pxVYtGCeiyYOVMSPwxhrNg3NRtzwUmNxwKSkRsRxu7hcmA6WBNUto443axY+wMaJ1zg5YcZXZVqPqlHd1J8S5h+8kNW8YBpd3p2TCULLAODzlDCI7Ns5JXY2V72nYMRvdwYnG+BXDpOkIM8xDP1I7AmZXxfmGsmBGZMfMfIMjHmYVLk72gjBm6wLRBvcwOwbW/umS6ocuG3Cd+wrJQJopXWDwXoZ4SCXKeEVguUVII+lKZG2NlXdI2ysDOoFVsr/JQNSeqnmTOGp7p8DwnRz+KTc3Z8737N3LjM+rxnLNRmu3QGGYKYc/yzFvf8z5CWZx1FVx5jQfAeiPKwvKLPsTfS7N/RxiW5YcICw9ZvjQwOh1br5FKDi/8Z7Buw1EaMcas23GduOIE/GVJ4MTkRhgL7n4m/sKjSPSCK2EWe3kOs3mCbdoBKOirp4mV+3ar7n0z6U/qnmAxXYlTa5rv4DlBg+q+RatH4sQWPn+kj2y2TlH3h+x+oLg+8qcNMUi5POxYpIpVr6v4c5ZODV3Nc5eY5MzGZLZlgx13R+bXZL0GAhZjcy2nXoCvHFImQQ6yRlLR7fK7IFog8mLO9VY+d68nlZOBgLdezyAtOR9G96OkQyo1JoMBKbXqfMTDyWKpkbvLj0Y8pDSJu6M8Fg6YIUljdpu3hJoPckwfJdEClHyXkdrnMEQin9vue4QLWixP7H3e0NCP1NjMFNSVwmCa9OdsrJxYgr6uXP21PTHhvYnuz7JHIDWWhs1EDjmH40vUDIX4Ebtj4inzy/YaOyRk16N+qc9/lkL1IwCO9ZGmY/+ozIjzr64QN5u+2FZZx+FgWOa++YG5xrNA8oKu3MyFgbvJwgPy9oYe7lBvnnnHpvL0NSuCY45cVg0UbMfWk8UkiHHsz0zlJJ17FoF1FlopF1Nw3SLcFTWYZm4+j3yfL0p+dnOgtnT8ZsOBu/ldCc6EOh9WLKvYWYZ/FOTCZ9QY6gMuNHaMYOsuc9GedEwE8kdSl8nQ2PwfaQweFvUg1qnbzQQHmh07xdk7RTMOosGx+uX606t1ZR1gPYDbuqzq0BzR+DETJcO346gXOqb2IlG7w6DttK/988UJtcdjG459VBMldnPLjnIWwIn32Q1NL1qc6MK+fytmKP8MucgYOWlnIfsQSwvMNslQ4SHeTVk9TxiWwuW7f4pN5P5to3WAyOZMSUenHW4cVaDRqXHJmd4RKbK+JZVw2nRGum0nUeMhWiNzBJt0SCk4oo3DnM2xScak2sOeh/EaO0VtRxytG4c83aYAMjC+FVPgGBU1hPd1fxNOuSwkzdjjBctxkIF46R9jfajEto2ypclN8PN36AstBOzCeyOiY+fvOGid5czMs0nAqvfzxEcG3r2IxIiZAq4c5B+HdCprpJybj1hr4hUTA61tXZKJEOydry5Ru8Dow4A4PDbbXgjjc79HHbC7xucKuQBBxuXGx7cKQkIWQfofaRqeLb5mH2FxonC4N2Yg6gzSpn0PyjqZrXQTNZGL3sYvezCruZZTNI6u+SQjvt1Mv7GNx0UPgzNnb2ctMNDdnqFE/xZm8/BP+N+FK3Q9rJoSEJHz3oQDACEEJYQ4m1QFOvvaK2/UMncIl2iYShQlYBZ6aO2BbQS4mDTayypVt7OyB1vcKOM1iQ695ktu3OWnFbCBdc45ci1cniKOoui9tidX+BNnl8kdn36GjVQCp+wiDcG1v/oY8I0HaM/U5AxkHQl/FNda6LEAwnvTCJZpcKhHXN6TxgpWSvXCE7oW6pc1Gb33ojYedKnoxMN4/m6jQMOmDlLjbxF/NddKMwvsZIpfYHBeynsWGO5ysnRZCDROObk6dFbDoqAwy72kkwTLYDmLrHo8S1m50UAWg6GLDWnV200D2gdmPRYASjLNHQn3ABaj7n5zK4CvQ+YlbtzYHLDwvRaQH33TasWiRu9YiFe11hcUpjekHAMk2WxRcZV3mR25k3IxPBPJCwDwVV4N8AZCivTaO+k9E04ppSutsgFD451TdZcrlvwxh8/CPZlxXYwUrVVY+lxY5QlWFWmRszuIjHmlR+mRmPfNPOHEq3HtIW0zICSUOwPNcxkKwcZAXdamOoJHIb0yHqDBk7faNQxA3Cj6v3xXfrs9pjVQvCgT3q8b6VLH4LlOhVg4/XzgbPJVQfukhP1TqTgnQmMb9LEvFKSdSca8YDe0nFf8nmd8Fk0dxVO3uCmGq1rxAPq3y8ukmhQNARWfpjw3qxbKM0aaxwXaJyUOPi2VwvKOUsqe6ZtieYTSoCMb9J7m9LvrDqXFwSmVxyEhyVmFy0s163akQ0A/CktWdsPWLmOXxLofqTgzdjMnl2yML/kcy+67EAL4PR1G5MbJF3MrgGzy5ynkTkw32blrW0e0OFhaQ5+SrVXZk6VAkFh+mXhYQYrJu20koKQuTbyMawElmukO38ZPQAYStwbIO3tZ4UQr/2Ev/6JuNK/UzI36Z27YmkLdaMlXiE0krfomytKMhCSFd5oUTJzXGyyLLNjXfONs46RlXhc1qJtBz/nI1oj46Z3J6lFy5wFH8b0qlUbjMtS4+D/eRlZ25RyS04TezP6CycDgfbjEnbMjckfafTfZ4MNiu5NlPjl5pu1mVWnXYHePWYO7R0uWmdhpjuNmqk/0iYYKePrzKhrv/f7NNoPOJXZOFI4e92rzcObuwqtJwWOv+Hg9Ovn3qbV0Eo1QTi7BjPdq+v7LaphI8msNQuFgVm4oboLGmdkTYnmIWmXrV2FlR+QsZN26S4WHLGKyVtA2mcGCk1cuHHAfo4zOxe8Ajh97U6BtAMsNyzDiqIV5/QWsU5nVslH0Hrz4Fvsf1QerlbGXozMgWTFyCYbF7mfxJd+5rFth1iuWrXVozBy0LLgwJcTscHYvcsEJlpzEG2QRizL8ylfb0rFWuUYeYCQE96NI/bBvJnC0Vs+0p4gg+ReXIudcZZE4ewVpxZMEwoY/T+2amtPf8wpeidihRqtc2jLiYzo35nG8B3GtiiBaJMUZSvlmsk6jB3lAt27OZRDl7/C5+vD9GLyJr0sCp8a/GTWkBa5+0ustjuPcoRHJc5e800PjEYw4XGJ8U0Hh9+ikU3pPi1nwkNn/HJFH2ZPpYKEK7aMttlPs2NttKsAd1HSq7htoXFCqmnzoMTwHRId4qFE2mflnxotpWTASl9mVP0MjgT8E8pQ5OG5lWdwnBHW7QjMtu3a6c3KNOZXiAQ4c8NUnJL5ePQWxfPyBqFmWRCuFYq9MKvyUAjFj4m+T3f9ZKH0fzawJ0KIfwDin0dCiA2t9cHnlczVFuos7fRNYPW3aEknM/Jw3YVG46OEGboAUoeewJRj0LXcc7QuIc0IfedBhtEtD1auEZkF5EQajUMarCRdCd+VhpdtvIULINxTDNSQ7J/uvQJ5yzabPIeLxjeIow4+KJB0LcwvC3gjGNYQqZbuVKO9oxGtSowvAZAKG/+YmZ0WADRloKstpWjwAIGmAJy2KBMcrVrIW1xE0ysWeu9qDL83wdHPdRGcMaP0T1hix0NpDgLDkrJIq+1/RKokS2Y2Xsmdt9A8KOlEdVBisWHVYl9FQ2BxUaP7EQzEQr552iE7y1mQmlf4lTaQhr3kjt58QmMML6HEhB2bDWVXQVnSQEoarScFZpdszC7ZtRQAzWNKpD2KZq18T2OxafxxhdGiKWy4c05apz2W3sIMKVmphjeCWfCcgcjDn57nPLPYriTJNXD8FrD+mwrjlyyIQwMlxhqd+xnGN13SErvn0uKiAP2ubc5jOEtuWr27KUa3vNqq0VmSfSIU4M4UolUL/hkHmRrHhoaa69oeNTY2o+2dAsnANnMq5M1PrpHi2P+gQDywsLhobFiHAlnHIgQZa7SecHhscVlD5Bob/4QJglAaRYNJVxlI2AmwNBRUaKB3h6exsyQVOu3yQJlvS3Tfk+h+OMXpm+3a+MkbE25drkk4EQ8lKyVrZLkhsPp2jmhokwSiqHHVeVDASiyERwXGt9jgLnySG7yJRt7gMGT/PTaLs5aRe2gIlB7hxbTNpKpxRNc2b2LVJu3RmoR/yr9jpexftne4fkofsDON3p0Miy0Xs8v0pGBfkLaOyS0HZUTHseWGVdO72X9jAiQKGKhVoFLb1YKQWOkZr+yR+vEpyae4PskcwIoQomv+HIBG2B/iC5bMrU657vvEbu2EuHbWopLi+IZ/7rIzVbUlmjszXfYICI6pbigz4OBbHkWULhI/jozDmBbEjlu7ObKOzQnLkIGWDI2I1kDWxhJ5U6L9iNzn1e8uaGW3R/bA2cs2rR3vs2fQfqjQu0tMVTkMruWWRrgv0HogcfaKBXdaYvSqwGLDwvSahdHLNmY3WBrPrvBA2/1FiTyUsJdlfcL37hTwxhrRBnDnT3RQ+gLHbwnkTWZVhU+mTukxK6qcj/yRRm7oZ2xUE0ev9M1PX7fOjbEvsHry5myyBkfC6JxrhPsZlutcHEWDB64dsRGZdAXGNyw2zI3XcQVz+WNjpGEWipWRr03Ijc3Kp52a7EgjGjJdy1oCi01j1mNxw2zss7nvTRSiTUMNNHCK0JU5DauW0gWm16xazOt5xXZVWQ1/IFD40giZkbSQdgRml93aq9ebKmQd451g/HBlZvjxCRuC+z/HDHF+5SnSgsc+1+hlG+1HGZYbHqnUoUDjpGRvwSWcU3psXBaBQPce9erXvjOnyNsjxtzoFRtWrk2fh5PprV1KERTGyyHrAt33BXrvU0OncZxh9DKnmSfXLcwuWZjc5HOLNtnA3P89NtKOBWdBgTZtAcPbOXt9axr3/2gbWUvg8OdYRdL8hY3kSpbdSike6J9pZC3r3HtYMRbGN21AACdv2KwcM0KoooBpnrJnVc3lNJ8khq7MHmL9zAT7ZuPrhIpLj5uxckBXNGOpakcas0tWrfPjzjVO3vDqoa/STA47c414aHMN+YRIKwmXxhH9mCtP42hT1HpGMmOyk1deHKaamV2StcT8Z70+CQR0CcCeECIGMAZQaK1/FV+gZG4Fi2QtNpmytoBMgaRD67fGKVUolSWM3CoXkfKI/QnFYROhaM+43KSEcN7ScKekZyqHzUMr4+/t/qJjBsGYRbpLBW0bW0fJhvHkJoXPcmPwMLvawPQ6ai+C9iOF0eucBrZSYHqV+uxVo21xUSDc4Xdp7rOBFa/YkAVP9niNXOXmY4npdW5g84sS2tVwZwqT6y5m14DWY4XZJZvG7/tA6yExR/9EoLnDpzi7CvTfLzH5Wm7ckfiZ3Dmzt4qtJErir86SgeyfsjS3MrJoKJ6mUPisUJy5RjAucfaKT+/ZLaPb0iJzw51yQ3en5yJ3yw2J5q5iCW6RCaM80ga1xewlXuMzkkZqIjxQdROuCEnjrTxUKxiq4pDPLzHTT4dl3SPwRhrNPVrw+SMSBzhJycP6ecd22qVmVdrlBpP0LASnVMLM2qK2IM1DAXvJzS7tEkoMD0u64An2bryJkR2fEooA2O8QGsi6Gnv/sldjxlnHqHE2dC0EmDeB0SsCkxvk5wsNzK6GmF0j00hbnK4+e03UrnnjG2ys00aVvZ7GPl8zGJXG89dDGfA7xqucLg6OabNYusTLS5cMltNXA0xusQk9vWLTI3kPCA4F0p5GcEA8X9tk5PTulJi+XNAC9IIwpvZ0EYRmDNspSRZCGbbgKWNPW2YtzDSshBBX45h+vMGowPGbDVKt+0xAMrMXVcJ8/oiMKWjUdp2VcQxZTqKmxEITiai4/95E1YqlhKnM4b4kvFchGMqQWuaXJOxYIVktTQXINVwZ1wdntNwsGoztT6fm9mPi8xP8ne+BTbEAQAtAw1DlvjDJXC3Jf7UTUvtog8by2Yl5I52IuGnaP1forMyni5ANGm9acvPZI67a+8AMlyxF7ZxTBGyuNh8x208GAu4UmG1bCI640ctCU9HzgJVFNbh0+nWBS3875STnnI2z9l06LWVtwfLMqDQ293IMbpeYvJVhfoUlbPuxQh7SJ9eOga2/R8naatpZC2727Y8sjG/SI7n9ABi9JgybgOqavbs5gkOOiRcBS17/TOD4mxIv/YUllpsS2/+/FHkbmF6jPIAogNk1Cn6NXuXcAwBjUM2DtbnLxXP6uoPwWGF2mVjrfIsQjTvTULaupR0oL0HYS3kM4vCgrK0IrUxjepVUW1GwKrCXGu0dRTE8w5FXFpvXnYd5zRSysnOLznhIGmjWoWxHY1+j8CUaT6wfaRCTg81DtLmrjRAX50meZ2w3Dzg4585pcOTOTfxGipOuprFbNEycGqiieVAi61I11o4UY/eIVVr3rqp9b2WOeq6j9ZA89zyUiFeZ4SY9Cf+Um5qyBAbvF2gckjIsShqPnH5D4NLfSmAnZLzFA4lwT6DzIOOwV8opWsI/GVZ+mGP0zQKzayRTNPdItmjfYz/ryv+HQvXNfYXehwrOkkOXrUcSk2s27ESj/ZD2ijJjD00UwMoPUzQOBdo7nGNoPyrgzoCTNyRe/vcnmG9buPCPYmQdJgLaMknBZfYkTr9+josHp7y/WhLGsjJSZP2pwvgmH9t8y659PZRN2MU/pXNgvMZZgkqCvf2kQBkwkRQlCQze1MicW1ybzQNVs6MqsbssFGjt5XUlwMqnkng5F3mbXeHBkTckWg8oY1Lx/KNVVt/Ty/RCtzI26dWzPgB+AlXu465PTZWTBbBc5U1drtGn08oN3twkJ19m5+YHaYf8aS2B2WXLcKSB4zcduob1CH0kfUlt8AWzHmfBbF8LHjiFabpamTaepxXTB5heJvvGnZCDry1SQM9e8TG+xfeM13kgLdelKfe4cLOmwOnXXBSewOrfd9B+wMVD3jENu5UNHH7LQmvHSFNs08f25JsUs6ror8lAYPW7yvgKGI74JVIjj75F/9/jN+1aKfLsjQ6sRGN0y4PISRHN2yyhV38btP/LRV1+L7bIhZ5dBRbbEtMbbA7PLll1eanMIqNmEbN+ZbMcLp3zKV/68RJaitc5BaptbtzujAtlcguI+6I22UlWma3lIbC44BDmWtdIBnz+eQjkHWZidqRrB6TFFr9Ddd+TFc5rBGe0HHSXrBrnF7lIn1ts52RoQQPx0KL+UsmNpsq+3YWxdjQHXuOQB/Finc3jogGcvOEga4laLjjtMrb9ERlU/ljVk7jhYYm8wcOhqlaLgDFgJ4wff8TDaHqD7Kv+bY3Trwc4e9mGlWgstpjMTK+6yNswdE/CjaNbHrKWhfV/aJnYJh7Oyd0C2gZ2/oCHxrGqmWnhnsbRt5gsWZmJ7b5A/0MOchUNJnuTay6KBnD4bWC5pXH8ll0fcGffHECmwNnLPmRGwkHaZ4wM3tWmF8TqUMtzZtPoJTKCZldJu55cteDOSWyopoErGXR3xhgrHdRrxFkSw59c5QBdvEY5mDzkfuJNzXzHK7wP3pSfpZJHz1sC8wsOgjNl2IS6pncWTVMpTA1hJOK6oWS0iW3jaxAeFghOmEiUHg+Qn1DdfqLr89BAgS9IMlcobSSZ2fG3l2xWNo4N99UME6U9UZuJpz2BxTYwfCdF41Aj2jR84yVvZvd+Amep0XlIRkG1EJq7CtEmy21nCTNiTf10Z8FFQ4VKDSdi827jN0qz2XBis/OAGHnrUSXxTM0VAAjO6ErlTmnndi5ly4zNSjXcaYHmnoJ/InD4CyUG3x1TGmFV4OKvlYgNZBOcaHTvllhuWIbGSl2TvCnQONCQqUD/PSA4AZbbCp07rFb8MR3OhrcLLLc4MLP56xHiIcWm1r+To71DaQkrIb7YekTlzOBIoP+BRrzKAblKgqEIjNfuI957O9ZY+WFunMaYwZY+GTetXYXuh6hZTDI1TmNLCpiVHpua7oL9E2r+c7Fpi5Vf40AYbjQngUsXRsOef8ebcNBN5hwmqsT0RrccipL1JZp7CkVIU5LnFtuaSq9UhoXBf3mIzi4RMoxWaH5ezadkLYHpdaB3J0NwrBFvlXVV7M40uvdS45WRsxp22cPpPCgRrQskXQveVNcuVtUciB2hlg6RJTPmzV/PIAoeKFDUsRIaaD8EoLkJth8oFCHQ3CvoYx2TdVc6ZO517xe1uboWxrv6icDJW0DvnQn9MNYFtv9OSfpixCql/1GB5RoPOXsJTK4ztsN9BXcqsfFPFPwTYLnJakEoQiCNE4XOQ4V4jetg8x9FSLu8h+v/NKeV7AkrQCvV1AmKyCzrf1QiXiMTZ7nO7Y9MMUpB502BxlmJlR8WsGLaNSozgCoLSrL03+O6GbzHQTcrpQR6+wFfK1oh6aT9mDBY5a9R+AKFT+jWnfLz9D7gOplvE9ZSNuGkauq3ucfeT3BMA6G0JxAPSNNNVr+EQTDgY6lyX5hkblpGtaWbzNn1r0p3bswag/cy2EuNwj/PaOxIYHrFhR1rOFNZUy4LH4iHLpablNotPOKBdqLNYhAID/JaapWbskbjiFSzCoYoXYH244zyyxNu+lmHekKVVOvwnRTRhq6VGkuXeKcT8TX9iaqlY2VWidk5aD1cUjZ3z8HozR43sicaoqDG+XJToPMwQ7TC6qL/YYnmnkJwxFJZlhrOnDi8s9BY+6fGES0mnS9rSiw2LKx+n5/77PUA7cclmrslJtcdmrILoGsGYxZbohb9SnoS/duE44qAh4s7M7MJp4UxrAYW6zY3EoOPOnONzb+1j7hfmWKw6ebOdS1z4SyNsFvESintkaOtjYa6coBwT9RCfN37OYePNPsMjQNdS+YmK8yAlE1oKTXxoi3USqZFg/TQ5xXbWRHBPzN4b8EGO61K+VJWSvltMlXOqbp2JDC+6cKOAWckoSxRm6EkQweLbYF4YNf6/bLgMJSdcEgqXpF1A98/02jtlmjvFCiMlETWFGjuZci6lPXwxhz4SzvciLKOQP+DHPEa+2N2BGRtC3nj3LrQm5P5U/jc1OMVgawt0X13jKIBuGOJs2/0DImAWvp2zOy/uZ8h7lsoQhPbu/T+tozohr0k7BGcKax+X5nZHCNN0ZKI+wLDdwtYGQcYOw9ydB6VmF51KMFu8cCyjYewtjiXsFy1SF02qpvzy6gtS52IlXcWSsRDi8/J4/s6kcbGrx0i6Z7rjDlLRUy+xxmeykrVyriG4iENaJSDWhqm9ZgJKgSp3E6kiAqMCZdV4pPJ8FwW3Uo4nVz1cDhASgLI570+FYKktZ4A+AcAfvmLlMx13JAGHoclm7s2DCeWX1BbwOgVF1ZKmWFo1JtQ3iRrx5uweqikW6dXrHqqMe3ya6Yd0t+sFDj9usus3GxeWUcYgSpOElZDSvHQweS6pFxvxMXUeZAT53+iMLvowj/l+9kRML9ooblXIFrl+P/0CjOcaFXCH3MhKlvg+GdaaD1WGL7DrE1bXLhlYKF5UMA/0zj9mofSNLkmVy26BCluJmlHIh0qhIcU94pXJNpPCkyvWfVkop2QVlixmmaXLECQLaQsBvbxm4QW3ClqtkzjRHGAyGQ3/omsFTXPXna4oTsCqXEfq+0ZuwIH/8oG4jWBpSljZ5c5oEb8kwuhdOm/Gq2x/9F+RGpg+5GuxbKUy3IYmmQAgOVw1qq8kM/LdOLfAs09hXDfZE85s7fuB5/MEOZZxbbthSgCMnFkBuQNCXeqjTsUN4ezV0kBbR5SjDA4MYNtxtYx3AOPHs14n1+wmDBNS1YVBXHprM0G8vFbHhpH7BlUTm3LdQ5p9T8saj/baN3B6esWFlu0m2wca3TvZ5AlB+wWm7QVnW3bRs1UovWEiZMogcl1C5AkYgRnij4GnsDR7+6je7/E8F36Umsh0DgukPZsdO9n8KYaRz/jsUFdcM0stmXtmpX2qD3EhrPGYsNCa6/AfJuxVPh8/nHPQjygb+/4lsNYGaLWfzp7zakJI+6MlVIwIkXZWXK4y52KWjNpetVCMFK1naZlPImFZiP/4JfWsbhI6EoWwOQq2UEVM265yTgNj8i6Ck4UWk+yurdH+FkYBVCN0pfImtQ1KprnvQU7IQwlCyNF7bOqau3yAJUZm9i9978EQ5iPo8p9kZK5QhHjzUNOulYn7vwys2ItjdfsmqGB5Ww2th5r42bFTLW5X3KgK9K1f2jekOjezyEUaVTNgxLBsULrMVVAlUs8e/X7MZqHJaKhRHDCDal7v4S7ILTUesLj2FlqLDY5PuGPqLDoTWnd5yxJ51xs2mxsn7L737tToPWkNM5ZdBYrfVMtOALOjH6gZ696ULbAYoPCce6EapYVNaxiLBU+G1zhjiRNMqbK4dHPWAj3DVQwJ3xWNcm8CQ+fxYasfQegWVqKEug8LmqKW9ZkjyVZIctkcLuAMzdNW4ubR7zG328cc1qxCM4zlHCXks2yAFbeTslCyrkxVzK60Qrx2fEtTmfKFMgbnCHo3s85FZ7SmWr0BrFkb6zZbHaA4LRA704JJ1IchAspv13JF1RCcEXABf68YluWzAqzpjT0Wsb35CYhTm1xQ4jWqaAJsEro3lUGCmU22N4xsiWmkqjmZjoPGKtFwGfhjxjbRWAqKwGsfjdCa7eghs00h9CaGvanJdoPyZyh7LLC9LILLchX9ydsaNqRhr0kbBKtcQI2GJUIjumF3dwzEKkv0Dgt6ySs8Dn013mUY3yTvze97PJQMwc1zYIY50VoxB+nhEmSAXskdqRx8G2Lhk1xNfnLag+SvYDOw4KDcYecBBaK8WLl9KzOQyYzeUArRnpFAytvswIGzCzRCqVDrISJEIfIRG3R2dyhN7gsgNXvx8ThC65RK2Gis1yjdMf0ujRVHPuR4Z5Ca49MJhgBydO32KvyT402UwNoHGYYfFDAXZAkknWMmF6LcawlatJAZcX5Wa9PMgi2AeCvGLaDBPDXtNa/KoT4j4QQb4Al8CMA/z2AVDkhRCWZW+ATSOYKQ+OKViV6d3LEAxvunMYlRXCOheUNM6zhCtiJRLQhMHwnR9amz2nWkkboCujv5Vhs8IQevWqj9YiZVdpmFaCN6JkVA0JrnL4aYH5Fo/UQWGy5pudgAaC6X9rmSV1b0NkC84tOjcEVDYHmvsJ8i1IP4T4XfdEQON200TjU9aCMcm1i2qsCjSPS2UYvs9k1vcIufzUabkeGWxzTCasMWLoWDer+BCcF9n7BQecO0Nxhw8gbE5LyJiw3sybx+f8/e/8dZ1tylvfi31pp59w5p9N9cp4zQSNN0qBRRkICSQhkMAaBudhwsY0vvtfZF/tncw2YYECARBDKSEKZ0WikyXNy7j6dc+6d0wr1+6NW9zkIjSYejUazn8+nP929w6q1165VVe9bz/s8G/t1rKxfmRnzI6KIX13dpOMG/fRVyS+kkr5IW5MypxFSheahdQ8nqFNPKvqhE4LkpIvU1LWNLrpUmlRKbmuXRXhJ7hTR1ZKKbuqZyuLSM1VEEllSm8SlDo1Ks9qYdi2NxGSdplMWVtFjc49OYFMtBKyi2lh1wmJH2VLJVqtNN7OkXN6snPxuXOmb3re3GVhq09ah0qRjFT1CyxpuQO5snktd7GziWn76IzVm44ZMVVXepAYVoyqVjWBCp5pStSSpUekXhal+vU2D1Gz1na0dCVNpVfdTbiCoJuS6WrlbebXn4Fq+fWhZRXT5XtN3AFODWmzepdSmKn6jc8q/wzNh7aCpbDh9G898r4EbUNFCeFnp6WzsN9GrivceXfJ82Q52ZMIB307RZyqZKh0SXLdZuNsiPgGJCRXJhNY93ytZbe7boW3HMUNRQ4sqEq1uu/FpIFxV6FULqXSK54usBbagmlGugcIDo6hW755uUMtAua7u3+Q1Bzuqoo/wmkclrSbqzb1BdV/7jLpqk8TKqiyC7ru52TFfngQlnVJpVmwe5XNdJ3nRIrLqsrFHJ7Qu/Xod02fmKUkZ4auCeiY4purbuUHl4PZiK4GfCwvovJTyCMov1eZ6OPzPeMkkcwWFHvwBw/RN4sWO72WxW90QRlV94EqbJNevEZ1Tu+GBrLejrVNLKXXI9QMmxV41KISWFZ95e9B1IqqjJCeV05XmKCZGbEqFfVU/xPUM/IIiNcqbJbW7X25VObjtmbjm7/avHlebo8F1Sb5PtSdcqfi6QpXrl7rx3ZDwN31USGsWVA7dyvv2f3GVH66l1GBfjymLvnKbGuQSU2qltfhak9CKet6OCWpJdUPU4kpTJd+n7SgVhvzOWuxWK4fIynVxrfygklswyoq7rDmKcqhyxuxorddjsLlHGcQEttSKxaiqFJUTFFSbJeVWxXEPbKl6Ac9nM5hFiV5Vg5TqXEprXnNU7tn0r12lRfrmLoLF1wYotatCM7OghLq29ZPKrapOJJBTpfS1tNjR3LnRTckNfOcIQEp5HjgOuMC0lPI/CCHSKKpnEFgBPrCtCySE+NfAT6EG/1+SUn7pWfu2pVRTPR3yfSoyrKQ10qO1HUXVWkLbkSMpdUC+Rye8qmQfzKLaw9hmldghwdpBk60RRbONLLKjJ2/HVD/HU7aGwXU1+QU3lVSBUfKvkS++t118J33aqacLym3Kb0D6A7TtF/atH1Lpx/CSpNAjdpg5sVm1WNkWTkMq2RHLlxHflvEwdvLr16tb63E1ULum4s5X2nzTmSkbJyBYuiNAZEGlZ+2oknavJTSqSRU95vu0HRZMcEMVZRV6/Wr0RfXd63VFEbUK189BqytihPLvFTsZhlpKFXd6ARUZ21GxY54kdUGpSzGLQpsegay3s9ewreFjlNSx3KDa7I8uqHS1Yhuq9HEtrTIWnilYuFtJyhc6deXGl1GRR6lNp9iuKX0tP525XTGt26qqOTXmKELE96AOYBv/DLhyw/8vmWQugFXwBwZNsVg0W/G6I0tKpbD5bHXHOKPpnMr1Sh029hpKbz2paFF61Vdf3JAENtRAbZavb0KGVlQYWY+rvYNtLwI3oML1YM4fUEpyh166vbFTS/omLjlJcMNTmi0VSWRBycTGx9WKJrtHFUdty0DX4srPuJrSaH/MUYqhG+rLqydU59kWt1OSvGDmVUgdWfQIbqjCE81WLBqzDHpN5ZBjU+pm266Azlx0Kbcp+Yx6wq8idOTO5KUGeHVzZ3epjmfHJeFFNQADvuCX9M3GVRQRyKocqulLReT32mqjL6duJMV5hsQ1Ndl4hmKIKFaQGuTrcZVaSkz4SpbtyvBlmwZX7FQ2eIGsYsQENz1aTzpEF1T7tbS/J+TT5cySpNClSvS3pROMmtKu0WvKb9mOPitN4qb2a+Gpa+5Z+J9TuZnl+ixCK5LkNY+m82WVFgDanlTmKKAkRzRH9QvHF0fUbTUxB9d9NpEvqrddm6FX1YBU9fe9VBWyn6bw7Si3eepOSG2eWwVVTe+E1CIkvOrtVFQrv1+ILKjvPjvCjtkPqEhDETY0Wk7ZeIZv7hMU10UV8+p/vS7J7WIn6giteTt0YK0G0RnV3/DUQBf162WMspKSbj7rUm1SizU75q+ybbkTJRtFsLLq/LaGDYJbnrIsXVQZBinUZKkYa+o+MCpyZz8xkFPEhfyIYjUZZZU21hzVt5NjXN9nNH2m3qbn71mpNE7msq1SrG2SfL+a2EObklKHygzoFcVcMkuSltMuyXFVwFppFTtCb9vKwKU2FWWZJbmjLFqPq+uYHTBUavNmRwAAQogu4M3AH9/w8Nt5iSRzNVv5XSYmvR2zj3riOr+23KyxfFuQQpdOIO/tzNpOSGkFVTPKqMQJQ/P56o4QXHhN5USL3YLYvOcXg0gCWY9AVnWc0KZHZOV61V09qr40N6ionfEp11cnVRRU/HLzalqj+YxDqV1t9uq2eo1ZlCTGVP7eM3yDek1VJAZ8ad7wmrej/WP6RW2qyE1pw2QueDvhfr5PqWWqsFHlg42yZPWIueOKVk8qOYVyh6TQoxObUSF4fFpdz2pGDawq7aL2C0JrcmfDPXHteu4fVJjsWqoq2yyofOV2TjW8qhhBybOmUuHU2BlUrJzKZWuuL0nhr87syPXqaNdSqahaWpAYV1GEWvkKYrOKVSE1f9M4pAS0nBAkr9XJXPCw8mqgT16r7oTS2wZBnqkiiUBWhfktp2s77mcvR78GlE/tgjIhtwrqutYSyiVMSCi1aSzfEVZ7OVVVwCU8FSUEN5W+U2zOw44JMperuKa6NyIrKl2T79WUPMqW+szBrPrODV9NMryicixGWTFapFDXNrrg0xQ1taoOZNUCQa+p1FDLGZtymzIV0mtqQtdrksQEOw5r27UgqlrWo9CtVGS3hReNitLdEZ5aXRtVSeaCijTMkvIw3o7qEUo8ULiS1WPmToVvLaFW2aVOda1isyrHH1lQ/bDcotI0rqUWemoD28/HW4LEuMoS2KHrhkTb52yU1HggPGW0FPLHi9Q5ncCGOq/ghm8rm1fjDJ66TzQH5b/sSz0LR0Uga4dMJRI5oY5pFlW2Ijar9ic1W0VyrgWlVp1aUiMxbSv/c/9+ik9V1WrfzwBUU2oBWUuKHZXWljNVRZJ4kXiuEcD/BP4lfz+d85JJ5tp2CWfbILpJkN2lBlWrqKpKi70e8WkPz1LhUT2uVh2K9qgu2nYF8MbeIKYfKRS6FQMmuKbyy3pdDcT5Ps1P4agK2Hy34XvJ3jBSSNXB6zFth8Ot16VfH6Bm6LXDhvIBDqoBX+oqBLXy8roZufDDvy0PzVUhaLFDbcRWm8QO51+vS1qfctnco5Hv1XeksK2CmgDVKmE72lAMnx2dkZAayFNX5E7Oe7tyWWpqc1C4KndfablulbldG1GPC5/frVZEdlSl0eywr6nfoVNuVdc836upMFuoFNa2N6vas8BnVij2Rm6IHVMYtTGoBoLgGoSXvZ26ivCah5VVN4bSQFcRjRRKb6aWEqwdCajB0VWfb/YNysnEM7cF+1S7es3/PEVJscNSVbfW965f/4O+7ZRwgsJn3QhyAxpeQHklOGFBod8jOq9qRKpJjXpUpcw8a5spovyoY3MeW8NBpT8j1PdQaVKThBNUA+n2hFBNq4G5mtbIDZrYEZWm3M51b5uN1COq9saO+mZBvuGIlZesHTSVvIEGgQ2VdswNaDtVy1KgRg8PrJKqK9CrkO9Rk0k1LXx2mxrIm847rB9SaTuzrAbC4Lqk1KpYa7Wk2ltwLVWz4IZU6tMNqfswc1H1T+HTKrf2qs8YWVZfXXBL9W1VZMcOEaCW0FShYs2vDA+oyMkOq4mw2KlTblH9vdil+rbUxc6iyyir9p2I2jexCiq6LvSpSa6WVOk3z1LsoG1ZEzegFoThte2JSqVI7dh1mXtlGynYGlJspe2K5Nk3BHcIF4lJFfXodXV9nbBKt5VbLYI570VvAj8XFtBbgFUp5anneMznxJW+kSqnRaJkLpWUFlBWkr7iYuUBD0pdvjZ8TeXttvU5QA1o21ID0QW/VH7VpdSmZsxAVnUazS+93mbeWHl8OzW1+g5tqFydZ6lZttKsQuZAziW8plZXgO9WpORht8XJpKFWsHbMTw2tK+ln1xQ7z9XjSvxNiUupwdYJKbno0LrKVxe7dIqdOrEZuSN+pjYPr/u+Wlm1GlIrSXWl7QjEp1ShTjWlVkOldjW4R+fUYFJu1naMOvSq6pjqWqjwdrsSstyuvjonoh63o+oG1GvqOrpBtdqxsmDH2PFZLnYK4rOuysNqSuKg0qwRm2LH0xRUxBNdUH87oe2KTVU4o4Su1P5KeEmF2FJXHHGtrjaft+mHZkkSn/BNTaS6yeOTHm7Q39tYVnS55LUS2WGNxOQ/5IHerH79nfp2+nJJRZAryu5Ur/rRZgyC6xpmWaU0ldyJug6RJUXFDa1KEpMu9aiizJZbfZP2vCSw5e3cC25AcfutnNr43c4Nx+adHf9bO6oiJeFAeNUmvOEqH+3qtmWjYrAI93rKb9u5LJBT312pQ9sZhPWqek2xQ3l31/3oS2rKICa8rNz9ip0a5Sad+MR1aq9nQKFPLRrcgIoEPYOdmhEVBUJy3MWz2ElRFXrUQBxeUN+1kkiQfoX0dlW58DWo5I7DYKlN8xls6vpsO6bpFXW/2VG1WWsW1ATiBNTiqtQpiM85frGjKg4ttWuEl1RkGfRTQFZOpZK2o1y9zk76d9s5rdwmiM5dj0hTY6pvay47pkB61ZeAb1YTZz2qkb6q6iCkrwCqLGUrbO7Rd+qPXiieSwTwGuBtQohp4K9RBtp/gS+ZC/BSSObm+8O+DLMg36M2GfN9Bs1nPZrP2X5KxMOoesqNx8/1JqaUsFmlSRVoqN/+jOlr3auVj3q9a/59GeZqWumHbGtrexY7HrmVjE6+V5V/1+Nq5ldSCuqLdkJih46nPAggP6RytNsCT9tiWp7FjkdqPa42bPWa6mTVjFoNbRd5aH44ub156Qb9SSauBsHtFNZ2PUQ9JnCDckdGNrwiKXV7/gag0jVx/ZWPG4JqRm1M1RMqMqonBNUmdpzKrCzU42qQ35Yt0GyVC5a6v2E+6+1sDus1dSMGcupmUMbWKnx1A2olaMd8WemwX9ATVr7GyiTFTyXU/VWeVDIAwoVCp1riOBF2tOyrGbVCC/jeqLWEz4H3NYeKXRrFTo2NfRGis5KNvd+R7HbT+/V23y51hXZkFApdSgGy2GGQGnNpe7ym0iu+mFkwp5ym6nGV1lR2qfqOtIFitfgV7D5rS3NVHxCecs/yTFWdXmkSLJ/Qd9hF2zpVpU5Bqc2k0KEK+ey4WmxIXaVgPEP45Arps7HUfkF2l0/F9VendsRfpQeum6Ar2WiBcK8/Hl1Uq/Ra0pdGiIidFbqKrJUkSD2uVrehdbmz0KkmNEXh9CkmoXXlyy086fs9bA/maoJQKsFqoJeamtS2fa6VPaTK52+z39yQ/5x1XQFgO9uwTU8vtemENl11TTMaevX6vky+T6kUbN/noBZa+X5xfV/P8yOQGiDUHh/48jf+JnE9zk69gVGVO/tAtZSSkNnWtVJV4xpbu8Nq4Rd6caXAz4UF9K+llF1Syj7UJtjXpZTv5yWUzNWr12dF4anScqOkUiRqD8BAuIqKWY8py8haUq2yt0WwzKIkMengBlSuPrLkYpa8nfx9qV3z86RKBkL4pfDRBaV5b+WUpV1iUhlsxCfljk5ILS0IbqiwEfDTL2qlqSRq/c9RV5s8pXYVWm9XTMZnPZ9VAFZerQbsqEqdOEHfgL1PFQuFVj08S3WaYNaj45GqOm9LyTAENhTdtZZUNNB8v69Xkt++gLB5xCO8pCbCzX1ip3LWqCh+fmBLbejFp9RbPAMS45LOh0s7ecXghsQJq7RAdFHlr62sus6hdcdfoatzqCdVyF9p0naqfPWqGvwCWY/YnG8Qv+TiRLc3bOVOqK/ZqsK30qT5hS6SwKZ63LPwr5skc8ndocYWu9S+Rqld+Juaqqq40iLUZmBObZgW+pSG0svRr3f6ttymPEris86OR6zwoNJsYuWVqF89oqq3K03aTh2DZygLzdi8o/ZwcpLoonu98jzo+y/7WjK1mBLIkxrEZzzSl1RRV2rcITGlJKjjU9IXL1N5bSt7nbkSyCvmV3jF22HOCU/1F+EpS0o7puiJ0SWPxJSq4lUOfvgSzSoVKDW14Zkd1IguO4Q2PN+PWlXItz9RJ7ipzjU5pozWHV/jJjbnUuhV379i86gBNDui6KyeKdjYp6uVtvD79oKSgDDLyrFu2yA+OebR8c0iAZ8sYWUlTkTupGRVPYK6HqE1R7H+pKJ81hNqEK4mlVWjWVZ7Z074+kIotC6JzznUk369QEW5EirmjqqzKDcpSjKeuleNqur79ZgiQGQuuYrEUldpPCe0LVSpzllFNb5qge/DnO/XvjdSEM+A3wDuF0JcA+73/9+WzN3mSn+Z58KVFsKXXbCJzzkUug0qLYKm8w7VpAp5C53GjvuTG1QhrVr9CYrbFNIRg1qKnSrFcqvuV/dC5rJirQgPckNqkjHLkkKvWk1Gll0qGY2sX0nrhJXjzzaTx/M3W2sZnwbnqA6zLaGwvSoLL0mfGqb+rzQJNndrhDYdwit+YU9akL6s0k6hdTUotD5VJ99jsLlf6fJ7BkRnqyzeGfS1yqHYqVIedkQpCJoVT01MfjViqVMQyHmEFnQ8Xa2EwovqBhKeOv/NPWo1LzWlplhpUUU55TbBxv4whV529ji6H1SRl6cLgluuLyUs2NhnsrVPVV1WmpRdoJX3KXVCXTc7pkLaYqdGdkijmlGaQ/WEKkKzo4JKm0epS+Vmy23C3yxU0Zhe9+V5S5LMZRc7IsgO6pgFSbF3WxtI0nRRRYO11A0DlVSLh2pKnVdw/XndJS9dv97u2wFBaN0lvOpRalE+xk0XnB2hw3yPqsbW3Ou1ItLXn8kPqJTC1ohJpRnf7lGn1KJj+6v+1FXbN52HfL8gNqcKFHODikAQyKt2twX+nLAapDRbscSkriiktRRkh5U6p1FVk1Qg77PHKp7q2wY7pvHFDo21QyoNEdhQbLBSuyA15u1EitElh5bTNpsjJvk+RfVEQHSqyOoRJfwmNaXgui2XHZvzlHpqftuPQj2v1yXhJRUF2VFVAGYWpV8BLMgNXmf1FfrV4iC8olJpm3sj5AfUxBXISzq+aeMEfabTmuNHOoKt3SbZYRUVl5s1AhuKGWX7HghG1V+8lbf3WFQEIP37TW3wCoq9HpVWVTOUG1AMoEqrwA2pc6glBXpFkhpzlRJoj+rbhV5AQKnLIzXm7kzSaiJU167SoiIOvcqLFoMT8rvopHyvEE13y+F3/TKxOZu1IxbReY9aXHUIo8rOAGyV1Aqh0ix8mqZAOGqwCa+ovHo9pioshacKgbZDTVAr9MCmigKK3YLYtKo+DG54O7opFV/P3wkpOmotqdpavQXSF27gmQfFjr7HtgOXZ6ovtZbyc+eV6+5aqiBL7QsENzy/QyuucDWlOoXt53mLncoVKrzm4oQ07LCifqoVjU+R7VL5YSescuzbE53w2DH0Fq4aFELrHpWMtpM20H1K6baNXmGXQ2BNJ7SqBoHwkmRrv8TMC8y8IDnpUmrR/PTT9c04N+CvmtZd1vebtJyuUUsZO/UHiSmPlRPQ+hQEN2w2RwI4UYgsemyNCIyKYv6U2jX0Kjv6Pzsrnzo7NniRJY98n7pmkSWPsu+QtZPvdZRuULHdUMVw2evVzkgY/U+/ckpKefxl6ds/8sskJ2usHAsSn3EV0ww10W5v4m3rvhQ7NcWhD6pUoBvYZn6oyTGy7PkSG9rOCndbGiO0pjj5xR6hyAJhVTjlhFUfViJlqq8GcipthAfZ3UqUTOr+ZmpGFVlupxPxrtNYnYhK7Ri+X7O6f1TfRsPf8BR+31YFgUbZd7zbkhS6fBc+3xbSDaj00/YqXnMVeSO0ps5z2/BJCrFDg3QD7GzQBrPKVjKw5Wv2eyqVory61UBs5lXOvtokdvp2YEPDyqtzrKY1il3KSW87AlamVMp+dGvYpOV0hWrawrUEhV6N+JTL6i0aLU97WHmXYqdJPSEIrXrkB9QkGllUbQqfAegE1URrZVV0KoWauILrigVnVPy+3Xp9Ix0JaJC+YivfhKBaFKl9Spj6s9+ksjT3guOAF1lG8NJAcyQbtzpkhywSE67K6SZUeLutdxLIqypbO+pL4PqpgGqT2JFwdcLqxq+mhC/ipEJRs8COTaNVVJoc4SWVc/VMxXYJr6lVZnj1ui9BsVMNTFIIInP+JpLvf2v5K1Mrz07BiF5Rx5S6SusYVbUKMipqQxlNpY6sotr0E47a11BVmeo7rMcU998LsFMg5GyzNcJqo6/YpQzTt3n2uQHNF1UTvgGJGtylrlbd1bTvxOX7JetVxUcvtyuGUPqMTnBNsURan7YVrXZSIzHu01c37R0xNq2u0irVjIoecgMa9bjShFk9GmDhTa4fzXmUWzSSo+q4pXaT0KZSVhQudH7LVkUv7dpOrcL2CgrBTkqw0C12qKyRRTUxF7q1HbmLbcNtKVReXYXf0jcYURGZVXjZujbC79ubIwHiMy7lZp1Kq8qT63W1oNFsRWespDU/9SZ8+QD12zN9mehVJTKmXN/YEVAMbiopEquoPHsjC3KnPsAJCaKLDnZIkJhxdjSIKk2qbwfyHqFVn1YdVJTD4Jbytg6tKraQUVV7XpEVJckRWlEDZXhNUU5D6w6aq76b0LqzY/+o11UqsNShFk5OUN1fTlBQTYqdPTI7qlhStaRyN7N8jX29ptIcdux6n3Ai1/fpNMff/PXvO9fyNY3WXMrtqq3kVUFoVS3O2p6qU08KorMaiQk144aXa7iWEov0dOWfsS0Up8ygdPSqZPnWEPNvUJNDdN6j0K0Tm1JRQy2lDO23iRkdj1R3VvkqypI71GatrvYDVNW72JGo317M5QY0Xx1X7hSMGmVJrk+pI2xPutEF5SC2vXB4wf3z+yECEEIUUA5L32s0AeuNdn/g2vxO7fZKKZu/1yfxKuvb3y/f9aup3RfVr5+LFtD3AqMvR3guhDjZaPcHr82Xs93vgFdN3361fdc/CO1+X6SAGmiggQYa+N6jMQE00EADDbxK8f0yAfxho90f2HZfTZ/1O+HV9PlfTZ/1B6Ld74tN4AYaaKCBBr73+H6JABpooIEGGvgeozEBNNBAAw28StGYABpooIEGXqVoTAANNNBAA69SNCaABhpooIFXKRoTQAMNNNDAqxSNCaCBBhpo4FWKxgTQQAMNNPAqRWMCaKCBBhp4laIxATTQQAMNvErRmAAaaKCBBl6laEwADTTQQAOvUjQmgAYaaKCBVykaE0ADDTTQwKsUjQmggQYaaOBVisYE8BJBCPGLQoiTQoiaEOLPvsvrAkKIDwkhZoQQBSHEGSHEG7/L6y0hxCeFENNCCCmEuPtZzuMvhBBLQoi8EGJMCPEzNzy31z/HLf/n74QQe294/ktCiOINP3UhxIXndSEaaKCBVwwaE8BLh0XgPwF/8iyvM4A54C4gAfzfwMeFEH3f5T2PAO8Hlp/Defy/QJ+UMg68DfhPQohjN5zju4A00AR8Dvjr7TdKKd8opYxu/wCPAZ94Dm020EADr0AYL/cJ/KBASvlpACHEcaDru7yuBPy7Gx76WyHEFHAMmP4Or68D/9M/tvsczuPSjf/6P4PAKSllFsj6xxKACwx9p+P4E9JrgZ96tjYbaKCBVyYaEcDLDCFEKzAMXLrhsawQ4s4XcczfE0KUgavAEvDFb3s+C1SB3wH+yzMc5ieBb0kpp17oeTTQQAPf32hMAC8jhBAm8JfAh6WUV7cfl1ImpZSPvNDjSil/AYihVvCfBmrf9nwSlX76ReDMMxzmJ4E/e6Hn0EADDXz/ozEB3GR828bqj9/wuAb8OVBHDcQvKaSUrj+JdAE//x2eLwF/AHxECNHybed8J9AGfPKlPq8GGmjg+weNPYCbDCnlP2D4+Pn3DwGtwJuklPZNPAUDtQfwnaABYaATWL3h8Q8An5ZSFm/ieTXQQAMvMxoRwEsEIYQhhAgCOqALIYJCiGeaYH8f2AO8VUpZeQ7HDvjHBrD8Y4vv8LoWIcR7hBBRIYQuhHgD8F7g6/7z9wshjvjPxYHfBLaAKzccIwS8m0b6p4EGfuDRmABeOvwboAL8GoqyWfEf+3sQQvQCPwccBpafIT1UFEK89oa3jfrH6wS+4v/d67/2/xJCfMl/nUSle+ZRA/t/B/65lPKz/vNJ4KNADphAMYAekFJWb2jrh/3nH3ohF6GBBhp45UBIKV/uc2iggQYaaOBlQCMCaKCBBhp4laIxATTQQAMNvErRmAAaeFVBCPEnQohVIcTFZ3heCCF+WwgxLoQ4L4Q4esNzDwghRv3nfu17d9YNNHBz0JgAGni14c+AB77L828Edvk/P4tibCGE0IHf9Z/fC7z3RiG9Bhp4JaIxATTwqoKU8pvA5nd5yduBj0iFJ4CkEKIdOAGMSyknfX2mv/Zf20ADr1i87IVgQogHgN9C8ef/WEr5Gy/RcbuBj6AqWj3gD6WUvyWESAMfA/pQ4ms/KqXc8t/zr4F/jBJJ+yUp5VdeRPs6cBJYkFK+5XvRrhAiCfwxsB9FCf1pFIX0prUrhPhl4Gf89i6gxOPCL3WbQog/Ad4CrEop9/uPPe9r6iuj/iXQL4T4beCfyb9PhetEqbVuY95/7Ds9fusznOvPoqIHIpHIsd27dz+Xj9hAA88bp06dWpdSNr/gA0gpX7Yf1KA/AQwAFnAO2PsSHbsdOOr/HQPGUKH7fwN+zX/814D/6v+9128/APT756W/iPZ/Bfgr4G/9/296u8CHgZ/x/7ZQvP+b1i5qUJwCQv7/Hwf+0c1oE3gdcBS4eMNjz7sd4CngHcBF4EvAG7+tnS8Ad97w/4MopdZ3oxYo24//BPA7z3bex44dkw00cLMAnJQvYpx8uVNANy2sllIuSSlP+38XUNWunf7xP+y/7MOowif8x/9aSlmTSgFz3D+/5w0hRBfwZtRqfBs3tV2/svd1KIkJpJR1qeSfb/bnNYCQX/UcRnkOvORtyu+cunle7fipnDjXBfA+csN7tjEPdN/wf5f/mZ7p8QYaeMXi5Z4Anincfknha9sfAZ4EWqWUS6AmCWBbCO2lPJf/CfxLVOppGze73QFgDfhT32Xsj4UQkZvZrpRyAVVtPIuSnc5JKb96M9v8Njzfdjr9v79b+58DftJnA93mf6Yl4GlglxCiXwhhAe/xX9tAA69YvNwTwD/Qs0Hlkl+6BoSIAp9CSSLkb/a5CCG289SnnutbXop2USvxo8DvSymPACVUWuSmtSuESKFW2/1ABxARQrz/Zrb5XE/tGdoRqP2Rx4ERVL/oEkJ8UAjxQf91XwQmUVHDHwG/ACCldFCqrV9BRZMfl3/ffKeBBl5xeLk3gW9qWO3r7X8K+EvpO3YBK0KIdinlkp8S2FbBfKnO5TXA24QQbwKCQFwI8Rffg3bngXkp5ZP+/59ETQA3s93XA1NSyjUAIcSngTtucps34vm2Mw9kpZS7/fN9L3C3lPIPtl/o51X/6XdqTEr5Rb7NXKeBBl7JeLkjgJsWVt8guXxFSvmbNzz1OZTcMf7vz97w+Ht85c1+FA/8qefbrpTyX0spu6SUfajP83Up5fu/B+0uA3NCiBH/ofuAyze53VngNiFE2L/e96FWxzf1s96A59WOn8opCCFu88/3J294TwMNvPrwYnaQX4of4E0ohs4E8Osv4XHvRIX954Gz/s+bgAyK2XHN/52+4T2/7p/HKN/GDnmB53A311lAN71dlMLoSf8z/w2QutntAv8eZT15EWVwE7gZbaJUTJcAG7WS/8cvpB3guH+uE8D/whdEvFk/DRZQAzcTvEgWUEMNtIEGbiKOHz8uT548+XKfRgM/oBBCnJJSHn+h73+5U0ANNNBAAw28TGhMAA000EADr1I0JoAGGmiggVcpGhNAAw000MCrFDdtAng+2um+eNb3HI12fzDbfDnbbaCBVxJuygTwArTTX66btdHuD2abL2e7DTTwisHNigAa2ukNNNBAA9/nuFlSEM+qnX6jZrpAOxZu7pZm0QEpwfXwIhZaxQHXwc6EMHM2bshAL9bAMNTrPA9pmYhaHTcWRM9VkEELaWh4hsAoOdSTBkZFopWqoBs4URMhQau5BEWEhNUicVwlFGPo4HkgNPVbE+BJ1Z4mVPuFGl7EQnggBSDADQjMjQpoGl7QQkiJqNpg6CAEslpT4jSmCbat2g20STwXaZlQqSEC6rxF3cWJmmiuRLgSihW8ZBiEQNsqQSSE8PzaDdcFT+LGAujFOtLUEXVbXRuhIV0XYehI20EELIJWgnikQ4paHRBIz8NpCmOUPES9jgxYCNtBmgbCdkDXVRuaBo4DrgeWqa677ajrpevgOMhwEFF3QRPIShVhmkjHIWjESYTapWfpaHUX6rY6d9MAx1XnGAqqY9bqiFAQN6ijZ8t+D1VtyGoNoevqswEYBl7AQHgSqQu0YhUESNcDIQiacSKZbokGRq5G3l57cbrpDTTwA4ibNQE8q+iXlPIPgT8ESOhN8nbvjUpMWNfUQAPQl8KLhtBqNoXXpoh8/gxaJKgGj3QSb3YBoVuwv4vFe1O0fyOH8DzqTWE8QxD4xgXkWh09FoPBJrzZBfRoM+gazuwCeiaBu7mFvm8Y9/IYtTccxyi7WOenKd86SHgmT7UzRujCPO76JvaxA2QHLVo/NUrxtUO4lkb8chZtI4sjV5C3HKSetghP53ESQYwrs2R/aITUk4vIXAFcF+9QD9rEAiISxl1bh3270NfzuE1x3JCJHTMILRSRloE8eRF9uB9vep7CO44Sma+gPX0Frb8b/OOJeAw8j9IdrYS+fgFM1EQz2I139jJGUysyFoHNLCIUQpbKSK2O6GhFFMsQsPAqG3iyiti7B86NIYSp3ASGetByJdyFZfLvOkrqyUXqXWmsxSzZ421EP/k0QupoiQibbx4h/bVJvM0sWjqCrFQQiTDeQCdaqcbW4TRSQGjdITS5CSvreMM96jOGUpRvHyL4tXMgBZoXoH7PENb5adytHHo4gkiF8ApFcF3knkFWbk/Q8vuPo8di2IcGMc6OI9pbEHVbLQoKJUpHujFLDubFGb6y/oczN6mvN9DAKxY3KwX0/ES/dA1cl8qJQaZ+cQRZqeDs7mH8P8QAEFt5InNl3Nv24Q33QDrJ6utaEbv60SJhFu5L0fXJWQq7YtjpEIHTkwQXish6nZVfvB2vUgXLpPjWw3ibWwAs/Itbyd+zC32oHy9koh3aQ3h8C3OzQvm2QcITW9hNYQDczS20/m6MB0/R+o1VRDyGcCA7qCGDBu76JpW33YJ48iJOSEOUq+inR3H29JDdpVEdaKZ8+xByoAt56hLScSgd7EDr66aeDlI41AYXruFEDCKnZ3HDFqJiIwwTLxmB/bsIL1YxJ5fR0km8qTmydw8AILdyrL+uk/CTE4hEHOf4bpyjQ7hh9ZncjS1EtY7X066ikd52nCO78GYX2Li3j3pvRn0Hx/ciNcHCPz+OfWIEEQrinbsCtTrV+w9hFVzkZlYdI2gRXqlhtDajd7YhHYfU2SxCCDg0TO3oANl3Hsbe04Mb0JGahvDAqEpK7Sb1riT2kUG0fAV93wgilSD09QuU3noEaTus/ug+Ct0BvGKJ1Q/eikgnGf/FAdbeexAx0EO5J0Lr0wWMzg68wW6E6yHCIZxMFG95FVG3cbuaKbcYWJNrCNN8ibt3Aw38YOBmRQA7Im/AAkoU7X3P+GrHhVCQ8KUlBq6ZuFIiXI9dv17Abk0gWlKIy5No5TJaMomIRojN28iggZfN0f3RSdB1Yp85rY6XiCFqdez7j5EerSMdGxZXWX1/mviVLurpMFZeUmzXSZxW0Ua1LUL47AYiB6HJedw9fViji7hdftbA0Kn88Amij0/jtTdhlhy6/66CqDpomRR6TaIdGAbAi4cRVhduyMDeW0Z/UBKcyqrjHNzN1oEE6c9dBtMgmM1DIsbmu46QupRn+qcG6f7vJ1n4P47TmgyiP30FYRgYmkbt+C4C0xtoiRjJL13GLRTQM2kyn7+KVyyhd7ahPXoOo7cbGQ7iXh7D6OuBag0vaKAFLcTkPPXX7aby3qO4ATDXSoiWJsTEAt5AJx3/40n03YO4/mBPKIi1VUc8fg7n9kOYF6fVhN0cwe1sQt8s4hweotATIPnxSTTHIeB6mMUS8sgIeqmOyJeILIQwV/LIpVWwbcRAD8J28BaWwbKQUmLlHPQ9Q7T8zRjUbeTuAdofXAXXY/DDK9itceTcElHHxb02iUwmWXlbL+0fHwVAqzpk33mY1Mk18gMR0hcLyHgE9/LYS9y9G2jgBwMvKgIQQkwLIS4IIc4KIU76j6VRVnsBlOjWKM+mna6r05DhIFsn2mDvEPmhCMW9LWinr+IFDLR4DH3XALJeBymxvnISbWoR59Y9oOt4uTxogur9hxChEBu3tyJcibVWQRzeCy0ZBv/9GeTEDHrVITVap/1PzoHnUWkLE3pyHBmLIB0H5/CQykEHA8hTl+DALuYfaCL2xAw4DtryBlITCNtVuXLTJLhcotYawcq7LN6bwh2bIHh5gV3/dAb9/Dh2W5KtE+0wPkvqQg63UADDoHysFy8eIrSu9j+az9nU7j1I5++dxhpfwr1tr0r1BCzWDgeR5QqiUEK6LrP/9na8/g6VbgkGWL23E33PLtzmBN61aRACb2MLWavjhg3c8SmklITnCmTOZElfrarrXiji5Yvo63mMzna8SADtwDD6UD/UbYq9IYy+HvTz4+TvG0YWSxgbFbSJBcrDzZgbJVKX8oiRAWRnC165TPHtR9BnVmB9Cy+bw8hXEeUqXqkMuk65P4EsFGGoh/IdQ+jNTVgbFbzxaYqvGUSEQ2j5Ml44gNuahJV1rHnfEGx5ja0P3Ebxrl20PbqFMAw237CL/EiM2HQFUakRmyqBEGwdSuHce/TFdPMGGviBxUuRArpHSnn4BkGiXwMelFJ2Av8RNfj/5+96BE9CIga5AvFPnUaMz5L++hTh+SJ6SzP1lEoHSMtEDvchKxW0Q3vYfGAYUffw1jfwSmWy7z5CeCaPrFRI/vkTOCEdPVuk2hFGhiwq9x5A9HbhGRqa7eEeHIJqjei5RWjJqM3OdBLj9Bhbx5vxEhGMtla06SU6fuckXqGIM9INwQDByXWVIjF03OVVnKhF4PFRgqcm6fj90yA0Ft8xgHQctNZmzOUsngHCshALqxh9PUx9cIjgg+fxLB07puOdv4ob1Aifn8er2xRu7UV/7BJaKsnSj46QmHSQxRJeaxqvXKb5jINnaJQeOEj+jftoeWgRaRls7Yni3LmfjZ++DWEY2Pv7MB+5iLz9IKvv2493YQxtdQtrYhVsBxGNoKWTODPzyFiYWjqAG7ZgfQsMndSTS2y8pgMRChL/xjjOrXvQsgVEMo7wJO6Va0hTB0OD8Vn0VJLIp0/ibWZxBtuR1Rry6iTO4jKa/x0KR7L4vhG8C2MEVyqU93ewdjyBMAyEC7JWp7SnBTE2jTx1ifz9e1h5fSd4HuU7R8h86iLRx6dhch6vVCZ9dgs7LJCmxsZdXWiXJnGDBoGsS+D05E5Xe7b6FCHEv/AXNGeFEBeFEK6/qPmOC54GGngl40WpgQohpoHjUsr1Gx4bRZlsbJt0fENKOfJMxwBImC3yjo4fpzrcSvDyAk53M8L2EFdUXptMEoDicJLI1y4hQkFELErhYCtGxSO4UKDcFye4WFYMnFIVb3oe58796N84g9HaQn2oHfPKLLJu4xWLanWbL+Jlc+gtzWDbeKUyQghkfydewKCeCmB99RRaIICIRlh/8zBNT28gylXqvRn0xy6hd3dQ70xhFGpo2SJuUxyEwI5ZGA+dpvQjJ4hf3oKlNcUqakrD+iYiFlU5dYDWJtzxKbSDu9FWt1h41wBtf6DGF721GWdhEe/Ow9hxg8BaFT1XobAvg2cIkieXyR1pJbxYxbg2jzAMqnu7sGM60UfG8YolqvcdpJrWSZ/ZUiwcIfBm5tHCYUQyTr0njTWxitucRF/Lgmkg8wUqtwwSnC+gFcu4SysASNsB6SEsCy0WRZgmlQNdBOfzuFcn0EJByvfsI3pxGVksUTk+gPAk5ldPomfS0NYMjku9Q00e1twWlCt4bRk8S0e7Mo0IWHiForru4RDScdQGdrmMsCyk5yGLJbR0io27usg8ssjK6ztp+cwotDYh55ao3T6iIsBHL2HfvpeHvv5/nUIx0caA+1H7VE8D75VSXn6G/v1W4JellPc+U39/NjTUQBu4mXi51UAl8FUhxKkbKi+fyaf1mQ8SMME0sB69hNvVjH5tHm12ST2ZjONNzOAFTMILFURHK6QSVHY1E72ygfXwBVhcJfCl02iLa4jJedzxKcTeQYxHLqLHYshaHaNQQyTiiICFPjyIsB2cwXa0cBhnfgEvm0PLpJCuC6NT6Nky4Wvr6Jk0IhJG1uqkPvIEolpn69YO9JKNtOu4c4uYm2XE5DxoGvqy2mQ2C3XE8f3Ev3oFUa3jZrPIag1vclZNEO0pqrcN4+zrx01F0IcHKfXFIGDR9kQBbaAH6di4bSn0oX6E4xF+clJFQ+EARtkjcWkLLx4mtFLDXMkh4jHqQ+1orkfkK+dVZAUEHzxPcMtFCkG9K4mcXUAb6kNEI9R70uiPXULmC9ipIPW+ZpyZeRCC0NMTZA8mqQ40o7c0o/V2Yb/+iEoHpZKIUEgdf6GAyJeQt+1Hi0XxLIG3vErtYB+eIQhOb6HvG8EZ6cYLW3jxENWMiTW6SL0zhZfN4Z27gp4tozVnwPXQAgE1mNs2sq0ZWa9j7+9l63V9EI+ixWM48wvUYwJ3aYXIsouwLIq7koryOrVJcGwFrbkJ6/z0dld7vvUp70X5EDTQwA8kXuwE8Bop5VFUxe8/FUK87rm+UQjxs0KIk0KIk3YljxcLISwLJ2oiKxUAvFpNvday0GaXKHWHFVe9Wic4k8VLhJH1Ohtv3Y3R00nlSK96vWHC5Dz5HzmqVpyui3dhDJkvQDqJk4ngzMxhxy1EJIzR1Yl7ZITC4TZFj4xGEHUbb3EZUgkwDLRkAn3XAN7KGpGFKmJ0BoTAuXM/3vg0sl6ncLAFbyuLFKDlK2ztiUJ7C148DELDOTpM/Z6DICXLt0cIrJSotgQod4URtTqhzz6lOPRXpxF1G+3gbnWx1rcQT15EtjUTOjWFtrhGcKmIZxmIpXXM85Oq/iGXR3/yMualWUQiTvWWQfT2VsSeQSKXVhBrmwSuLiK6O2B5DXd1Df2Jy5TfdBh3dy+Bc1NodZf6/UfwutsQ8Ripc1sE5rN4iShOJkrg8VG8SAhneUVFTfkC7uUxnI40xsQSBAPEHp1CSyWxNiuEH7qEmwyD4yIcD210htk3xIhOFHE3ttAePY/WlEE7tAcMHRkKsPnmEeRAF1gmlVsG0XJFhGmiVRyEBFEoga6jHdpD60fOo/V2EfziKWSpTOQr5/EKRbzpeWQ8gpeOIau17W73nE3phRBh4AGUpeg2vtOCp4EGXrF4UROAlHLR/70KfAa1wlrxUz98m0/rt7/3D6WUx6WUx81IgvkfSkFbM+VWC62thdLtQxj9vXjhAMIwWHv7CPEzyyzflaZwrAORL1LLBCn82K1qA7Vao9BlQGsTzp37Ed3tJK7mmX9LK7KnA6O1GRGLwmYWY3QObd8IniFUEVMogLFeIHplE7stAUC9K43W3ISXjFDf28Xcu3vANMi/+QDWolrNawd3k+9R56c1NxHYstWG7bkxinvSND2yBKsbiHINcXQPRr6KUbARiTiZS3W01S0if3eJ6GQBanXqD9yCl83h7lcUTzG/glaoqv2J43uRo5MqR25ZXP2lCPp6DmewHW+4BzutisWkYyPiMdzVNTxTICMhxNwya3d1QqWKl0myeWsLyz86ojaYgdDnnoanLqhBtu4SOjsLF68x/Z5OFn4oQ6U/hVhapdoSIPvWfQjbofL2E9R3dVB4436M3m7KXWFwHLzlVXAcnKVlai1htXl/bZ5qbxJ9chHRlKbv4yvIs5ep3XeI2gNHkbYqXvMCJp5lkPzYabRciUpXjOCjVyke6kBGQhizqyS+NorMJHGbk2jrObSYmpj03YNqY333AFs/dpTymw/jjU8jljcQnW3b3e75mNK/FXhUSrl5w2PPacFz4+JmbW3tGQ7fQAMvP17wBCCEiAghYtt/Az+EYv08k0/rMx/L8ej5xDwYOvHPnGH5hzqxoxp2awI3biGScTJ/eRqqNTo+NaHeZBgEv3GB1BOLhBZLyEyS1i/PIsMB9IdO403MoC1v0PngFlqpgru+CdUa9u5uvGIJUatTS2i4Xc2IfBGEoLQrjXl5BhGLUmkN4MwvoK/nsRbzdP7RBXBcEmdWVWSgCbSNPE2fu6oqWR0H88wEXlUxa8JfOofM5RVraXmNcmcYsbCKuZxVPPrz8+qz93UhJudxllcITW1Rv+uAWu1n8xTvHMKLhxC5AuWuMPbrDuC1ZZD1Ort/6Qqlg+2Ix8+j5SsY2SpkUuiZNPXuFN7rDhP6xmXFvOnvIH0+D7pOtTNK5uF5Wp4usLk7iLQdleY6vh+CAZxYAFwXvbWZvo8t0vm3y4TmC9h7e4mdXyH9rXmE7RD5ynmsqVW12buxReziurqu0YiqnBYCvebibWURwQDmV0+ClLgLS3iRIPpQP9ZmFc8UarI6fxVtdgkvZLDys8eRlkktZeAcGiT8kCKQOT0tigwwu4i+VUBGQrjdLYgnzsP8MuLYPrSVTVIfPUVwtYa0HbyOZlVtrfB86lPew7elf55hwfMPcOPiprm5UXzcwPcvXkwE0Ao8IoQ4hzL2/oKU8svAbwD3CyGuoTbbfuNZj1Sr48wuIE0dLRAguuhSSwjsuEm5NYDMF3Du2Ed1T6eiXK7WkKEADPUhIyGYmEOUq+RPdLF2SxJjoA+trxuvUERMLWC3JXFv3QuhIEa2qjZ6wwEiyzb68hblQ92449NIHaY/uBsZDhL93BlFOy1X8OIhJUVQt5l/axtaWwt6eyt2dxPeUBciHiN3h0o/eXceRm9pVkVRbc1U7tqLdF1i55aRnS0UDrVSb43itmWo7e6g1hpVcgjH9rF8bzPB+TyLv3or9v4+wgtl1g9GcVbXiX1znEK34vHbuzoQwQDBlQrT/+k2EAKxvIacX8Ld2MS8uoD28Bm01maQEjsRQIxNs/aO3UhdLYK1sVmS43X0PUNqg/tQDFwPc2xBpb0cB3dukbl3tOFeGlUb6Nk8taEWKkNNuEdHqOxtRwsFYbCbpde3ogUC5O8ewh7uRAsE0L55Fq9uIz0Pbf9uqscGqN19AHFFTeLGag7hQvkdJ5C3HUTWbbRTV9FrEnSNfK+GtbBF/dbdyJCFdmmS2n2HWH3ffpzpWdyxCZyoSe2NxyEUxA2ZeK1pODSMGzJY+7kTlHsjbB1Obve0nfoUIYSFGuQ/9+3dUQiRAO7ihsXLd1nwNNDAKxbPOgEIIf5ECLEqhLh4w2Np4H+jxBtWgTtvoHr+LNALeMB/+7YQ+hnOQqA3Z3AjFl6lSuTpaTLny4RHV0l+cwqa0uR7AphbVZw5tXIu7s0ganWceBDn8BB2e5LIVJHmJ7Yo7WlW/PGDQ9DVhn5xEmtiGWnoOJkQWlsLYn4F66kxnIVF6gkDo6eT8JfP0fPfTyGn55GOTa0ribAs7LilzrNao+NbKl0jLRPj2jzy5EXwPOIX1kHXsabXcOYXEJYFjkvwa+cQwQDexhaiXCOwXkd/+BzV9jD6w+ewnh5TK+71PM3/+ynqrVE6HyooaYOqQ8unr1J74ChLPzZC+qOncQsFjDPXqBwfoNoaYvC/XiK/PwPpJHJPP9qhPchcHmFaUK5gt6cwvn4a9+AQkRWH0MOXqfc1s/HD+7DWy3jj0yAEmQtF1u7tRmgaoqCoppvvO0bPJxbQ43GQkvx9w1iX5wmemsSYWEI4UunzTMzR/vFR3GKJ2N+eo9ps4RzfjdHXgxYJQ90mezBJ4JsXCa4ojZ9aTwppGpglh9ByFWNyCREOgSdp/foSxeEkvR9fwM3EmPphA3llgvptu7G+/DRuQIAQlN9xAnOrillQ9FjtkbNIIZCnr7A1bNFysohR9kifVl1QSukAvwh8BbiCX58ihPigEOKDN/TIdwBflVKWbnjsmRY8DTTwisVziQD+DLUZdiO2uf67gAf9//Eln98D7PPf83u+NPR3RT0dhKYUetlWhVxCIFyP6kAzblczm8ebaH54gfkfSiBMC8328AyB3RrHyFexplaRpoYXUiJmZtFBm1vGuDqLqNQo3btHNZQrYI0t4bQkyN4/jKwrpk7y8XmkaaDFouTfcYTaa/ZQfscJAgs5xcIpO2qlaxiIy5OKmbKwTPHOQYzebpyWBPXOBF7RHy+EBt3tlIdSSLuO19+hql9tB+FKjJ5OQg9fxujphN5ORCjE2l2d6M0ZKs0Wc6+P4e4fYO3WFG4uT2i2AEDtnoPoQ/2M/9uD1FIG4akcIhImkHVgM4sdDyBsF+/gLoSu4ayuI55UTChzOYte8ZCOw+KdIZq+NoUTD4In2bq1nWpLiMwnz0PAwulpQcwuk/7r07jzS+o6JeIkTq8g2zJ4/R1s3j/A5p6ASiu9Zrdi7kTCoOvEz65gnp/EzcRUCkwTJD99ltrr9qtoLRQiMJ+DfBHr7BTiiYvMfWAIXBctnaS8q4nI1xQzqZYJ0vKkQOvrJji5DkKQGrPRM2lcUyCvTOCGdEQ0QvkdJ7DTQcSxvbQ+nkNfz1NpMigNJHf6mpTyi1LKYSnl4PaiRUr5B1LKP7jhNX8mpXzPjX3UZw4d8n/2PWttSwMNvALwrBOAlPKbwLev4t8OfNj/+8PAD9/w+F9LKWtSyilgnGfIk94Iq+AiNrJUW8OYeRtZq6PPrJDdZSEujhOfrFDvzZC+6iB0jbnXx1g9ruFEDKQQLL69F63iUGkLIkoVtIfPKNXIjhao1oidX8FZXkGEQ3gtKfStErGPPanYRdkSW6/pUsJoQOILl9DLjlLc9DzKnSHMqWVoa8ZpT6lCrmCQyl17CX3ulKqKnV0lcGUBoWt4yRhGbxeiXCVybhF9ZAh58iKlBw5S782wcHcEuZlFdLbhbWxRHE6Qv2+Ypi9PUD7ei1ly6f67AuWOIJkLRcSh3TCzQPOZEmaujnBchn9/kfhoAS9gMvlzAwQn1yneOYj56EXKvXGkriEGe9FCQYzOduhqw5meJXBuCr2lmd4/GlXMGP/bT/zNWULLZURI6RIZS1tIx6F2z0G0dBJ2D+Atqghq4b4U2sQCib98kva/voo32EngofOIgKVW8AC+9pI2NosWjahoyDQJTm2iJROIgMX4TzVDPIrsbMXobKftsTIiFCJ/Zz9G1UXoOkvv2U1woUh0sQ4bW0px1LIIPT3B9AdHSH5jEnlomMBqGdmWIXZpQxW8nbyIvDSOFw+TfmyRyNPTz9YFG2jgVYkXugfwTFz/50Oz22FK1O0S9kAbgW9cwDw/iQgGqO3rpuUvzqt0zZMXqTRbhL98DjHYS9+fzzD40SzWV09R7osTyHpsHIgSmS0ptkh/LyIUwk4puqK3uo6eTuEmoxQH48hIEOeeo0pC4EQLoTUbZ2kZd2MTOdSDVneJfmscubxG7NwKtT2dyHAAnr7I0vv2ICsVwqdm0A4MY+/rwd3K4mVzVO49gHf5GhuvacdbXafe14w7NoEejxOeL2NenKH3k8tgmbjXJhHtLUq2uuIh2zIE/+48AJ6hUUto2MkAi/ckyL51H8XuEJrjkTvahpeIUByIopVr9Pz7xykPN6PVJaU3H0Z4YK7kyB5IMf9PD+GlY+T2pzF61eZ3eW8b9u5unD096CUbvbsD0dOJVq4jgkH0msRtSrD1tn0Uugxq+7rhqtJaEvkiXR8Zxd3aQk+nmPiVEXLDUfSWZtz2JiqHe9h490Hm3jsAroezr5/6wT68TJKr/789bN3Sgru8Su41faQvSkSxjPA8ZDyidILCQaKzZczz06y/Yx+BrEe5L45wJGRSbBxLM/urx5DtLfT97hW8zSz6tXlyI3EqXVHsthh6Zzvi+H6ErlFtj2J3pHDXNl5gN2+ggR9svNRqoM+ZZvf3aKBWBPHERbU567p4LSkC56Zwjg/jJSIUfvQWIrNlancfwAuZlA51oK1sUvjRW8kOGiQvF3DCQsksl6vIbJ6Nu7oxslWM1ha05oyibdZsnKBALK1TbjOhJYNRk5ibVeZ+/Q5W/o/b0SbmMFZzlG4fQsukcGbm8UwNUXfQolHaPzmu6KSOo+QUxpYQhkHtdfsJPzXJ+j85QfoLo2jxmCo+syyc/f3kB6O4g51KG6e/A3nbQbyZefJ9GsGvnmPx7hS5HznCynETY3KJlq8vEJzeovOPLhD/6JMkv6oEz2JfOIeWKxG/sI7IFcj+xG2ETk2h1zzCf3OS8NUV8DySZ9bpfKiAKNeIf+6suo5vP0LwsVGMcxPK22B+DXdhCUwDb2KGtdf3EB5bg8vjSF3Q+uAiwbFlqncfwCuXkbaNva8Ho60VkYjT/zdF6jGBs7BEdl8Mo+zS/JUp9Cpk3zCC1AVSCMTaJn1/I0k/sczkfzxG/MI6yU+cgYCF3RyhMJJEuB5yfonZN8QQiRh2RJD+/GU8S7A1HETUbZq+OknPF3OUBuNKYmNXn6quBsKPjbN4R4hqXwZ9aRMRjRB6chz93Dji2Hczo2uggVcvXqga6IoQov0GuYdtrv/zk4H2Iap1xn/zFtIXBImpGoHpDaQn8QyNwq448c+cgYPDmHkbUXWIXF7Fa8sQWrMJr0rElQkyqX1UTgxilF2Mp9fZ2itIf3kVCVQPdqN3pbEmlkk/XkP6piSbx5tIfvy0ojz+zhyyXqf6uv2Erq0RvbRCZbgFOdJC+No6pd3NaF1xgk+MQSSMly8i9g1Rz4QwczVC19ao7+uh+ZTSyMF28C6MUXrncWJfukg4MIL0Za89Q6PYGyLuDNP5/51E6BpWQRJdqOEZQep7uzCyNfT1HO6ePmV0E7KopQOELIulBzpITNoYpRi1pMDZ1UXg9CTeod1MvSVB25N1Qufn0EsV6n3NmJtZPE3DDgtlPFOrU+y0WN8/SOefXmTxvgzts4tkPnGe0l17CQcthCeZen8nVg46PzFJ7e4jlFMmes2DoXasxSxaqUbr10u4nkvm0SWQkvFf7Gfwv15UEg7xKG4yjGzLKApoOkrX120mPtACsoXBP1/DMzSMkos7t4jelKb3ty6w+u79eCYq7RYUJKbrrL+2g2pK0PmnF4mWWyAcYvqdTfT/RRU3IHCzWXr/4ApeXwcyEaV4rJPoI+PKP+DUd1R6aKCBVz1eaATwTFz/zwHvEUIEfCnoXSjGxHeHgIFPVWn52hz53gDVgSbmf2oPxoOnQKIig1OXEa4H49PIfIFSXxTzWxcwCnXW33cEO64TOjuL9shZtI42Or7l4A10Uj02QGh8HeFJ6oNtKjp4625SZzdJXcoj7ToIwdq79oGuE1gpgZRUdjWTHTSxvnKSwsEWwo+P44Q01t+xD29lDWnXVZ7Z1Fh6TZxqfxOltgDy9BWwHWSlgtHTSfyhazhHdmGtljDWC9SO72L+3gjVlECfW0Ub7kf0dJL581NYk2tkPn+VwNQ6WwfiyHiE7O4oIl9ElGvYMZ3ya0doeSKPNARz94dp/9A59HIdOlqodEZof6ymPoMQYJmYqwXKtw2iLa6x9jobWjJ4xSLp01u0fzPH2rv2UY+hNnpDQfSqh90cQXjQ97+uEMhK3K5mtKpLdLJArs+k1BnEnVvEuzbN0v1tiFsOUOvLUO9KM/DRLZbevx9CQYp7M8y9IYaWL2OUXbR8hdDYKkN/vEh0Doq701hPXGX5dgsODeNlkmiZFOk/fYLOvxxl+kdbSX9zDr2iNs8T046S6ljfhHiUljM22RMdZD5/FX3XAO6uLrUJPjZF5O8uIeIxtI42jL7uZ+2CDTTwasSzRgBCiAmgD9CEEPPAv0VRPP+dEOLfA3XgHwP4lLploIhK/fx7KaX7bG3YmRDmtUXc7haavjSBM9hO5/++infiALFRlVsvdhi0fH6C9U91k37nLEhwb92LNb6EcyJOParh9bRSuGeAQNYl+K3LStr5jYdw01HM2XVkQm06pj9zEQIWsr8Do62V6ff30PexRWhpwhMCHBejYKPVTdB0Yk/O4vW2o9ckzd9cpHrbbvSyA09eJPDQedofgsr9h4h9/En0TJqZH++l98MTUKsDoNdcVek6PU+wWKZ3IwWuRMYi1FqjGN84i7Z3F5QqVG4dYuaNOsF1QWg9TnyqSva1fSzfDrv/2zTu+ibyyAjBr56jxTisNqU3C2zc1QVAeK6AtlnA7WpGnrqMvG0/tYRORAj2/odVnOlZjP5eyBaQ+QIZumn54jql1x8k8KXTWBtltI08oUA79r5eEtfKypzm0iginaLtUZR1pV9cFZ91VC3FsQ6iY1mKw0miyy6VXc0EV2tEFnTG/nOKgfefJ/euW/zr4RHISlaPGgw8pNP7t3nk6Ss4dx3CnJpDi0ZxNzbJXHbVRHpxiuSpGkIItFQSZ2UN3XYIzi4Q7ulEJGJIQ1dWoGETfaCH4p40ocUK9XSQfI8BE8/rvmiggVcFnksE8FPALcAlKWWXlPJDQAX4N1LKgJQyJqX8OOzQQNuAKDAC/PRzoYGaa2VVcGXp1PZ1M39vBC2VpNwVRssVCXz5NJkPPUHurgGafkWip1NojqTQG8RrTdP24XNk/m6K5dtixD9zhtDUFpW791J682EiD14hOxJFhoPY6TDC83AODbL0oyO4AZ3cnX30/sk4cn1TaQU5Hrnbuij2hIjP2WgHR6gc6KKeCRE+N4e3vkml2cRc2kI7oKik+XccIfzwFapvvgUyKbr/1zkW3zlIdW8na28fYeGeGJtH0mi7+vBa0yzdlUIrlhGFEmahDtJDhkxkNk9oLk/vl1z6fn+U4IPnMTfLJE8uM/QrT2L3tSqTlZkVtFCQ8JfPqVx7Lo8dFsQnKjA6hZeOoc+tIm/bjx23CGRdpG0z/d4uJco2NYO0beZ/Zj/axBy5O/vQKx76niG881fxtrIEpzYxCjWMzRKzb00r5dB4DK7NsHxHHK2libH/eIDwQ5co72sn9LlTrN+SQa94GCWX0Ngqhb4QzZ8dZfADl9GbM4SXamzu1YheXieyUGXgt69SO74LrVBFH+qj3GqRe+sBZn7pAM69Rwl/5iklb9HfydS/OUr1rv2465s49xxG9nRQfuMhssda8JZXqbdGEU9cZPV4DFG3iT0xQ2EgQvDRq2QulF/wDdJAAz/IeKE00GfCC6KBYugIw2DpzgiB89O0PVUHQyf6xXOKZtnZjp5MEpmvIOo2lQNdhJ+YIDlWYuNIEm/fAPZAG+1/dBr3lj3UOhOEx7eIfP4MG+/crzR/AO2Rs7Cyjv70FZrPlLDGl0g8MY/b24qzv19JGOiC2N+eI7Sm9gncsIlraQSevkb5UDeT/2o/qYenKY+0IBwPo7ODyFKN2u0jRC8uw+oGtdfsoePTE2h1j5aHFonNeqS/OAqOy+SPJGj/0DlkrsD8ewfR13LI2w9S7gjhDXXB8horx0y8/g7KDxyiuCuBt7hM7Y3HcWImPH0RWSwh+zsRloVel7iFAs1nihgbReSeQcT8CvZAG/WUReCh81jZOrK9ha7feBxsh+VfvgMqVbr/agIRCROdLmFtVhAlJcJXvXMPmAZLr0vhxUOkrilappuJgevS/vVNSntaGPmDNYpv2M/WsIl2YJjMpy8SemoCO6pT2teKWfbwBjrR21qU8uojZ2l9ymb9jlaMcxOUbxvEeOg03uQsV34tRTUlSD0yR88Xc+gVZycSyI8kGPrfsyqN1NeF9cRVxNIqpRad5FdGcY7vpthhoVkmmStV3MVl8nf0EfvYkxTv34sbvlnGdw008MrGi2EB/aIQ4rxfKZzyH3tBNNCabpO/b5jMJRsRChEaXyd/tB3penjFEmv3dSOiEYyLUzgz89SSBivvGqHaEqT5y5Pok4vMvDGMsCzM85OsHQ7gpJWXbuZcjmDOpdadVCqhQlB862HEkxeVDHEujzgzilZx8LpbYHIe9+gItbSh0jwSgl94GvvgAEbJofeLZXJ39JIdtLDTYep9zawdDBG6trZjZh8aW8XpaVEFahtbBDcdaMngXptk8CMr1G/djQhYdP7ZFby1DdYPhYley6LlyshSmZ7/fgptahGj4hH67NNoHW2ExzcJPHoFo60V9+AQbsRCa85gFlWGbenOGJX+FFpZKV+uHYlgbdbR21txgwZibVN9/rVN2n/vFLXju5R5PLBwTxzP0pGWiZ5JE3xYFX13fPgiUkDiiXklshdTpjpOUu0VsLFFZK5M+4fOURyMU3ntbmSlQvxqlvATE4S/cBZtahFvbZ1ij6oR0ByJHRFozRmEi7KvdF12/3aZtq+vsXVnN+gC4+IUQgj0PbuIj+ZwOtJ4lgb5ouo/8RhNf/g43mAnxZ4gsVnFuDKfGkVPpwgtV1XNwFIVa6VEAw008A/xQieA3wcGgcPAEvA//MdfEA3Uqgoin3qK8GPjyHKZ5fvbCa7W0OJR6vccJDlWVoPIvbtx7jlM4uFJWh/ZpB7T8bI5qkf7aXvSRYRDbL51L10fvop+ZpRybwQ3ZKJXPLKDlpJuLhSJfPokSI/SGw7iFYuIkQGye2O4IZPi/Xsxl7LEL29RaQugnbxC4UdvxZpeQ3/iElITxL92Bc2VFHoD5AdCWHlJdaBJqVbW63jLq+jZMtXhNurHhghdXsKLBZG3H6TanyawXMDtbtmRvW790zOISg0nE0XuGcR+zX62fmgXUoB9/zHk+iYLb25Fa2lCphNsHAyzdiRC7mgrgZUS5XecIDVqI3XByt3NTP/CbkIbHvrFSWSuQHBsGRIx9KY09v4+vGO7CV5ZoDrcilcs0fZUhWpLiKX7W9VeRbVKcTiJlJL8UASnIw0r65hPjRJ+cgJrMcvqceXS5pkaQtcxyh7haxus/fgRRK7ItX81gjwyQv1AL6UHDhL72JNwy34Cj4/S/o11vHgYJ6xhd6TQQkFWb00gbIfwSh19JUvh9XuQA12UBpKI5Q3ciInUBYs/NoQIBdk6ofj+8tQlqikNreZgHxzAK5WoD7VjrBdZ+0dHEU9eRMw+KxGtgQZelXhBE4CUckVK6UopPeCPuJ7meWE00ICF0dsNTSny9+wiuuBijS8hTBProfPoZZvZXz5K7OwyetmhfKyXUn+C1FPLgNpkjV5cxmtNk/n6tOLZ7xkk+vA1NMcjuFCk+ek81kKO4lsOo4WCFN99K6HPPY1352FKQ3FqCQ1ztYCVc/CWVvACJrFrebThflKPzuGurLH+gWMYZ67h7Oun5a8ukvrkWTInN0hfKrCxL0D00orSxgHc8WnWjgSwIwYyFECbWMC4MsvMAwZiK0+lNcTajx9RNMX9Q3jrm5Q7g8hzVwmcmST19CqaLQl88yILP7WfyKKHzBdwL43S+jcTJKZtqkkNOx0iOlkg8KWTlFsMWj85St/vj5L4m7PYx3chKxVktaoM1eNRKq0W2tNXWHznAOZmFRGwsKMG0curdHxqAmekG6OtlejXr6I1pcn1a+ilOug6yx84pIrlghZN521Wf/oo5uQyV//fPUrZc3qelm+u4DUl6PtcBZ66QGBqndBiha2fvA0hofqa3YitPE4sQHC1RqEvBJpG2xfncBeW0L9xhnpvE9WkhihVkbrygzAeuUjgmxcRLiAlqaeWVBFaLEb7X11h/r4Y5koe77VHMC9OU+9M0PJXFzH6uhGZ1DN3vgYaeBXjBU0A23r/Pt7BdVXEF0QDteMm0+/tQi6vYYc1NEciM0n1c2QEHI/ur+VxWhIY+SqBdSW5XO3LIAZ7Mc9Pg+MiNSXvrI3NIs9dRaQSyJMX0fzctiiUiHzmJF65TPSTT1N98y1oj57HKHt0fGYSYTtYj15CDPSgbxXwLowBsPzmHrRohNYHF9GaM2inr1J57W68Wg336gROzKLzc/PIbF59oJF+jNZmuv7kCrNvArm8Rv6+YfL3DjP0K09g97VS7NCJzduU3nAQbXqJ6h0jJJ5cwLvjANO/uIfZd7YRnN7Avn0vbb/1GIlLWWhKo8fjCMsi8MWTtHxzlbl7A3jnR1n65dvJnNwif88uvP4ORCikKmiH+qAlg1ZzELZD/EoWgPa/vsrUO+OIeIzQN69CuYKs1TGnVpCxCLS3MPmTnfT+9gXkxAwiESO26CBvPwQr6wQ2qrR9Yozq3i5aHxVoNQe9KU3+UDMbhxIITyoZjEIRY2mL5ocX0GZX0GwPaduYK3lqTRaBnMv6u/crzaADu/Bed5hqS4Cmj51HVOvELqySvb0LvbMN+/a9tH91mcotg1CtkfrSKKJJ+SP3/tEock6tNZw9Pcr4pqMVb22DlXs7Xkg3b6CBH3g8qyewEOKjwN1AE7CCooHejUr/SGAa+LltaQghxK8DPw04wD+XUn7p2U4iYTbLQw/8C6ytOkauCo4Luga2Q/ZYC6lH55XCZVOaekcSazFLvTPF2uEQmUs1zK0qeraIO7+E1t+NFwlS6o8SHcshQyba7ArF2/qQuqAW12j67FWKr9tF7PwK1YEmgpcX2HpdH7GpEsbcGjIWwZuZR1gWXqGA3pTBHehAuzTJ6vsP0vr1FepdSdyAjvWVk9R/6BhGycG8MoswTWS5wuIH9mOWJKENFyekUWrX6PziKk46Qj1lUW4xSIxXcMMGUhOYuTrGRpHingyVjE5yTLGi1g8E6HhwE2YWFPXS97yd+ecH6Puti2y9ZS+hdUd57jZlEMEgMhFVjl+DnRT6I2iuJN+r0/pkmVJXkPhECc6PoQ324k3MIA8No2+VmHpfG2YRur60jrQMhO2C7eBkohiXpsA0IJNSOkvrW7i7unBiFm5AI/jgefTOduzWBPqZUby6zdZPniC0rqKz/NF2jJKLUXVxQgahx5R/r3A9pK7hpiJodZet/XE0G5IPXsPd2FS+wIk4JGLKx3iwFzayCNPEW99AJOLI5jRCSmbelqHrwQLCk6yciNP+dyvUOxNYi3m+cvU3XpR36gtFwxO4gZuJ74Un8L8ErqIYPTkgKqX8CZRe+gqwB/jI9kawr5L4x4AO/E8hxBuetQVPsnJcWf6xvIYoVxHVOrkjLaSeWqZwrAOvUkVu5agnLby1DazxJTo/P4/5rQvKGWtmHu+WPchwACEl0Yk8TM2hr+UgkyS4VsMOCcJrDpUTg4S/eBY3E8PM13G7mol/+jTGWh4ZDSOXVtl871G8PX3oe4dxNzYxFjep3LWX1k+NIRdXmPgxA6Nos/HTtxF85Aort/o0yVAQ6bp0fHkZzYHoQ1eJjxbo+OMLiHyR3K4w4acmafr8KOa1RdYOWQRWymqANXRCSxUyf34Kz9KV1HFRsnhfGufwEADu1QkWf+YA/X86Q/aNe0l99RrBhQL68CALPz6CjEfYPJJSfsAnLxNereMZgq4Pj2Ku5El9Y4pyR0g5i23mcE/spdgXYfGBNnp/4xTpqzY4Lk4ioCwnKzXckIFbKOCMqOze6utaWXn3biWZ0W4SubCEFo0gt3KY8ypqyb/nFordgtBKBXdpBTsk0Ose1uwm1bRKkxX3NbF1og3hesoHOlciulDHKrrIzhYlOTHQg9fTqgxmOtthZZ363i5kqYzW0YYslvAujSKFoO9jiwhPok0vodckucPNmCev4V6bej73RAMNvGrwXCYAB/g/pZR7gNtQVnh7eSkloQV0frNKcTCKLJWZ+kc9yKBF/HIWPI/Y2WXs1x7A6+ug1KojhCB/ey/VgWaEZSqVyEO7qTYH4NoMSInUNOjvxl1Yxr06gbmcw44KAl94GqPkIPYOoq9k0aYWWblFbZB665vI5TW0pjSpjzyFXqyB7Sgv4GSM9QMmwjRxDw2x9z8tYGSrZC4U8SpV2n/zcbzVda7+UjtaSxPe7ALJP3+C7Bv3oq/noLcTGYvgWiAMA3dzC1ks0f2FdbSJOTbfuhexmUO/Ng+awHp6DG1umcyfPIHmgP7UZUQ8RuVtx+j4mmLlVpo0vL52NWnmi7Q/mseLBEh99hKVE4PguejfOEPy9Bprbxum3pUEwyB6LYsIBanu7cI8N4GVd2n/5hZaMoFRdpELy+CBNr2Il4njBjW0g7txoibejMrztz6ygYyESH9hlPpAMyIUQjoO7uoawpGkH5qm58sF9LlV8KRi6XgSZ3qWxLUSxXt3E/rcKeKfOo3dmgBN4M4vYV2eV7LVpq6sIlc3cIMG3uQsq3e3425uYV2eh/ZmysPNsKsXPZlELKzgTM0w+k9CyGKJlr8ZJX45i3NoED0aeQG3RgMN/ODjudQBLEkpT/t/F1BGGp28hJLQMmARuLZC/EoWEY2Qvuwi8iWE5+FtqIHSzNdAF3gWoOvEHr5G4Pw09HeD56HVbKLjObTWZuTlCSqdEbT1LQCcew6DlLR+a4PqW06g11zsdIjKnjayr99F0/kyBCzlNHV4CLstiTi6h1pbTK04OxNo2QLdX9hE1us4UZPC8U4Yn0acG9uRGpB7B9j1VyWoVKndfUBRNgMCWS6T35tUm5ejVTAM1n/2NqTjUOlJIPs7SZ9cx21XDmPFtx4G2+barw5jtLXS9miW6n0HQQiiY1nWT6SoDreRvlIjPxSldqgfWa6gz6+hbxTw9vRR6DIpv/NW6m84jhcJ0vyZqxjZGjIeQVRq1A72EZjbgtYmQpObaKtb1Pd2YV2exzmyC73qgOuSH44jNYF3YQzX0tBiUcb/cSuF3Sm8sSloTlNqC+C2pdAyKbRoBGt+E7u/FX09z9Zd/ZTfdBi9YqN967wyfz87SuyJGfRUAveOfSo1d7gfvbUZEjHMRy8iT1/B624jf9cQ1rVFtESMzJk89TccR5Yr1FujrB4xlQFMT5uSgTBM9vz6JADrbxlBBg2ciHFdprqBBhr4e3hem8BCiD7gCPAkL1IS+sY6ALuSB8dRSp7FEolTS8rq0XbQMilkVyub+2KIK1M0nyri7O4B2wHXo9oZRS6vwUZW5aZtB/u1B4heXqW+qwNhmQTmsnir64jNHNGTM2ijM1jnpxGuxMq7mJdmqPdmaHkiqzZLHz+HVqiqATIUxFop4ralkNemEKEQwXOzOAENrb0VYRjIrRzenYexYxbX3hshd2cfoZOT1IfbKbcKvJ527LDAHb+eimh+Ko+WTLA1bML4LKJcpTgQZeLdUYyKR+7th9n1oRXs/lYKQzH0qqcqeDWNcqug0mJifusCyYcmKXZZKk9uGMhcHmMtTy0j0KseocdG0bNFvMFOqu1h5MwCc+/oxHrsEpu3tsD6FghB7jW9BK4u4q5toD95Gc/U8Aa7SX5rmsjYBvpgL5WMjojHGPovlwj/zUnyP3KUrePNpB6bp9YUotbfhOxqRYYCFPpCzP9wJ2bJI3p1E+F4aHt3IQ3V5XJ39lE73I+5XkYv2QTHVnCbk7jJMGL3AM7dhxFj08S+fBGvoLj/XLyG9eWnwbbRHz5H7+9eRM+VEOUa2vlrKhqsVNE62mg6uUluOIod1ZG+JIff7x4QQowKIcaFEL/2Hfrl3UKInBDirP/z/zzX9zbQwCsNz3kCEEJEgU+hNnbz3+2l3+Gxf7DT/PfkoKNJ3K2sGtR1HRwXkSvAZhZndgGxtI5RlWjpFIX+CNWWALS3qIlACKp3jCDCIUSlRnW4FTeo4SYiyt92qAdpmVTv3IOXzVE+1A2tTay/dUS5aj0yyvxP7UF/7BLehTHEuTHqDyjNGrZyzP/4EEv3NKHPr1G7+wDlfe3I5jSJz55l4h91Yp8YwRvsxJpaJXBmkvbHJKVWHXewk3JrgMSUS3EwStOXJsj+xG0UegKUDnYgTY3y8V46Pz3D7C8dwsvEiX35IkP/8SKR03MkPnuW3JEWtKevYFQ88n0WpR85QaUnRufDJepRwdyvHkcWS6Q+eoqZ9/UoymepzNVfaqf9WyVCswXcfF75IPRFCC0UWfrpQ2Qu1dHaWogu1HH29AAQ2HTw8gWQHlooSL4/hDyjzNi9GWUE3/TYCmuvbUdKiZ5OknpkjuhCjdLBdkKzOaz5LNpGHoQg+flLdH5lXbm3hQOImSW0UgWtUEUeGSE6UyY4tUGpP4GeLZI70cnWgTjlrjCiahNYKbLwwUOIrnZk3cbrbqPyhsM49x7DPTqiJohwCG9lDS8RRu4fQkslEX1dii57ZZzEWJH4+bUdpzY/Ffm7wBuBvcB7/ZTlt+NbUsrD/s9/eJ7vbaCBVwye0wQghDBRg/9fSik/7T+8sk0HfbGS0KLusPTBY3iZOHJPP/W+ZjBNKscH0NNJ7OFOPAO8bI7Yx58k+ugE3vQchf4Q4asrBL5xAac5jt2WxNqoYGXriCsT5F/bj5Yvs3E8RWhqC9HbRejxMVjfInNyi9jVHKs/uo/MpTqrP3MMo7VZ6fpcXFQOVJ0ttD1eIrThQTiEkBA+N4ccnUT0djH4+xMqkrg4jiyVwTLRq5L2v75KqTtMLS4ILdeITqu0UOpKkUqTRmihiHb+GpFLK7hr63T91yfxzo/iHhpCS8TJ3dGLlkwQXqxSfPsRwlM5Nl5XJ7RWxyw4aBWH5ie26PniFnLvAHpXO72fWESElSVj58Mey3dE8MImWx+4HS9k4FoCMb9Cx4cvEvj6ecojLQSurWDOrlMeTOGZAtHbiTi8F7rayDy2hJ5JUz7YhRYI4C6t4EVDJMfKCMtEBIM4C4sYJ8cIj28hytUdBVJRqlA/MczSPU2EprNos0vgujjTs4rd9fRFtKlFpKETWi6TP9JG4tFpmr46iVFymf3hFrzxaVqfLCPnl2D/LjA0oidnkIYgPxDCzNdwelqo3LUXqQnExXGqw23qPDIpjI42ANzxKeVqpnACGPftHevAX6NSls8FL+a9DTTwfYnnYgovgA8BV6SUv3nDUy+dJLSUZK7UYXwWz9QxryptfjeoQSaF9shZkpcLaE1p9JZmFn5iBK2nk+Snz+Itr+Ke2Iu+VcIYm4OJOczZdRjpJ/r5s8iNLZq/sYAXD2G3xNh86168vg60XBExu0jLxy8RXCnT9peXKB/sIvXIHF4mjtfXjpYvIx4/R2DLAdshOJ9n4UcH0bs72DzehIxHkV2tqh4gl0eWK4S+chZZrWFUPZBgXpnFDRqU7xxBX96i5WyFcncMuX+I8kgLekcbeiKO3pxBL9XxmhLEr2aZe98g5qUZzKKHnQ7T/xGwxpbQqw6rt8WRo5PMvDWFNrWIMzOvoifbpnrnHjRb0vqUqn1o+ltlJJP4xGm8nnYwDWr3HsSO6qoILR4hcnkFzZZIy0CbXWLh/iao1lh/ywihubzy/X39QbSajZGv4vW0I20bo7MDuacfUavjNicgV8CZmgHXIzCfo+OzMwjbQVZr1I7vovam44h8SW3aRiOK7WW7SA28UhlndZ3gSpmu31S0SfPKLNJx4OI1tHIdTJPASonMg9NoOSXwFvrWVYTtIfcMEpxax1vfVKlAIag1hRDH9yuLSoXnKlVyuxDinBDiS0KIfc/zvX8vvbm2tvZdu34DDbyceC4RwDuAnwA+KISoCCHmhRBv4rokdA34deAkKEloYFsSehT40LNKQtuKx+5VqtRTFl53G+7KKpHpAl48hBYIIE1N3ch1m9Cqp1Z2qSQiEce6tog3PY+7uYUWjeC2p8GVcGAXWCblkRYqbWFmHwgSXnPQ17KK067rlO8cQUzOIwe6sL52BhkJqXx1voLMFyi/81ayg5aSeAiYtD1eQIYCpL88BrkC0tTR9w5T/uHjaIk4WjSC1tJE5NwiLd9cgbZmzEszhGfyeNkcpfYA4YevoBWqFLpN6p0pRDCAu7oGk/OKxeS4dPzOSZzdPRgVh4W7wgQvz2P3tSIuXKPt46OIkQH6PraMu77B+s+coD7QTH2oneDDFwmsVbHmN9EnF1l4/260ugv7d6GvZfF62skOWTghgazXmXtLE9TqBOa2EDNLiFiUrs8tIKNh4rM1ql1xvL4O9IpHpSfB2q1p6s0hvM2sYum4Emp19I0CJOMIw2T+nT3UuhJsvq4bmS9QfMN+glcWMHM2tV2teIOd1Lsz4DgwPkvsK5fB89CbM3hnLyP2DqLFongDnZTefBgtEcNOh5HhIPLqJF5rGjQNfXIROdKLni2ilarIcJDyXXuodScpHuogNJdHVGxyD+xkap5LevI00CulPAT8DvA3z+O9+PfATnqzubn5u3b9Bhp4OfFcJoDHgWNSyiBqo7eMKv56SSWhxfH96EN9WNk6pf4o2qE9eOevIk9epHLfATh5mfLhHqZ/YQ/ps1u4dx9RxuaVKpWD3eidbei7BrD7W9EmFxBLq+QHo+TvGsKO6URPzjDwGxcJnZ8D1wXPA9cl+OB5Nn54H2J+BT2dRM4vIWcXEYUStDZRi2u0/clpvI5mZZUoQGxkVaWtEOQHozjxINHJAm5bCmdPD9I02HpNN+SL1NqiXP0Pw+R3J3H3D5D8yiiipwNhO5hliVZ3kZ6HnkkDYJ8YQYYsym8+zPTbw1iTayTHPar7utDLddyjI+Tv2YWQEqcphtHfS9uX5jAXc2iPnGXjPUdwIyZT7+9ExGN0fWwCrVCl1hJi6zXd6MsbICG05pC/exft3ypBKIiXCDP1z/ZQONyGLBSRAQsjWyPwzYs4yQB61SH09AShTRcpQBvuxxlsp9IZgWBAKYV6Hnp3B0ZVYq2XSX99ClyP6Ncug65jx01VoWsrqQ8Zj+IeHEKLhHGODivl165OtHyZ2qE+cDziT81DOon26HmQEi2gqL5yfkn5FF+ZYuEtneQPNOGNTxOeLxKYy6LXPYq7EgjPI7hhb3ezZ01PSinzUsqi//cXAVMI0fRc3ttAA680vBga6DPh+dNAI8HtxjBG54hdXEfbLKAd3I2+d5j1/SZGazNSg/4PTeBeGsVayJG/dxhnXz96xUVWqsiFZTb3hpHVGpXjAyQ+exaz5BFaUywQLZPCWV2HgIWXiODVaugdbTR9axFZq1M51s/8LxxCS8RZfMcA3rVpmh9epHLvAaSpoQ32UmsOsvaGAa7+n91U93YR+/iTGPkqXJ1Em1jAnNugPJTGM0FEwhhfP03f512coMDI+9o7qZDapC556DMr6rO3NpF78z429gRxQyaB9Tq7fneOel+zMpopO4jlDcy5Day8i8gVkZaGDAUoHWhXhVL7Rmh6ehP9odP0/dZFCgdbIBiAbJ75+0xiH3uC8qFu2h7LUmoziZ9fQ7Nd7LYEYnSG/k9sUE3oeIUi9dYIxcEoiz9/lMD4KsZagYl/PkJkukj48jJ2OszqsQiRsQ0qu5rRl7dYfn0rzuQ0bV9dRFqGYiXV6zDQhbu2TuTCEgvvHoDJeerD7VQG0minr5K7s09JdQN2TxPe0grByws4yQCLb+/FTYbR00mqfSlEJoXobEMO91Hb143o66Ljo6MEsg61uw+oaG5pFfPvzhD9+lXKfQmCEztpmKeBXUKIfiGEhapX+dyNfVEI0eanPRFCnPDvkY3n8t4GGnil4cXQQOFFSEL/PRpoOU9+KMrmrS3Iao3ScAZMAyceRGzmqGUkW3f1YZYcyod7qLz9BNJ3pJKGhnllls3XD6ClksTmHRZ/5hD1hNKAD4+uYjx5hereLqqDzZR/+DiyUqXeFEZPJZH5Aiv3dVA/MUzwsVFaT1aRlQqtTxfQBnqo96QJfu0c+sQCYjOHZwo8E7oe9DC/dYGJ/3abMppJxEETzL27h/D4Jom/eAJ3bpHFX72dhdeaZB6eQ1RqyEwS4+RV9PUc0W9eY+3Ng8hyhVprFL0uSczYCNdDeJKtO7owVwt4rztMsUcVOHmZOKEryyy9tQdzMcfyXRnCp2bYOt6MnQ7jJILk33cb6Dr1iEZxfxteRzPD/98U+ffdhhsQ5HbHyXzyPHJxBYRg6c4IeGrFnJiusvaBo1QzJqG1Om2/9STz7+pBuB5dD9XZ2h9HhgIYp8cIbnqwvIa1VqE21IIdE3h3HsaLhNDnVhn/+R4Y6kErVNAGe6nuaqX5XAVZr2NNrhHYqOLetpfo58/i3XmY/JsPsHo8Qu7th5GxCPmeAK1/eBIhwd7djfXQeWShCLkCYnwWa7OCNzbF9M+PYH7zAuFr60jXRRgG+ffcwvzP7CdyehZvQ9WDSCkd4BeBr6AWMh/3Xew+KIT4oN813wVcFEKcA34beI9U+I7vfT73TwMNfL/hWbWAdl6oaKAPA/9ZSvlpIUQrsI7Kg/5HoF1K+dNCiN8FHpdS/oX/vg8BX5RSfuqZjh0XaXlb8E2sv/8oTR85hRgZUOX9tx9k+fYIHf/rFLJex77/GKGxVWSlir2rA3OrAutbFG/vI3plk/JQiuBXz+Hetg9jq4JYWsXLF1WBkWXiNMXQJxcRMeUQJnJFVRi1lcfLF9CaM6BprNzbTvNHz6PFopQPdWNUXfQnLqt8dF0q4/lincW7Y3R9NcvS65JUmiVDf7JItb8Jz9Kwvvw0+t5h7HQYa2YdGbRgfUt571oWIpUAz1MDWiaFDAfQljdwelrQrkyjJRN4a+ts/NgR0n91CjSB1tuFyBep7ekkML2BzBfwBjrxTI3VYxE6HlzHjQbgqQuU33kroaUq5nIWqjW8Yon6iWGqGZPkY3O4zUmKA1ESj83gtmXYPBin6bEVWFmndssuskMWbZ+dxG1vQt8q4EzPIgIBhGUhh3rQyjVEqcLi23rp+PwsxUMdRC+vIk1DUXhB8e8tk/yd/cTG8zA6xeLPH6XrE8qRjEoVLBN3M4t2YBhRrlHvSmIt5Kh1J3GDGoEvnqTytluIPTWrKrxtG3t/L+aZCWrHd2FtlHEjFsbYPEiJCIep9zapvrGyjjAMCAX58uT/aGgBNfADh++FFtB3pIG+lJLQbjqCFouSGqsq0++ZBYy2VoyJJbo+PErh7UcQhokUUO9KKyMXSwcpyd4zQGDDRgZNIqfnqLzhMNbcBk4mRPHOIZw79+OuqQHYWM0hDENV+m4qM5ixn8pQH25XNMUWNSjHZ20la9DVTOipCbSKg7Aswp95isjT06weD2Cs5Wn/Vgl5ZYLwisfQ701R70qj1V3CZ2cBWD+RwQvobL62i7XXtlI7MoDW0qQ2fecW2bizg/zdu6gMpBHlGoSCFAYizP3CAbzNLRjqQ0iY+9XjaMkE+YNNuO1NrB4NQlUZv1Sbg2hPXyE1VkdqGsL2MLq7iEwVcWIm66/tUD7C9TrBywvEPnuG3K1diPFZojMlvEySWkuI5q9OMfeONhb+8X6kLtCr4G5lKQ5EcReWyb/vNjX4V2toE3MgJctv7iF7tI4MBwl+4Wnyh1sR+SLF4714TWpz2+tpJfKZk8irk2y96zDtv3eKwvFOvJ5WRCZF7WAfWijI7JtSCNcjML4Ky2voZQcnqLqnG9DwtrIsv20AMin0xy4x80/3E7y2grw6ibFeRIRC5O/eRfFQB9b0mqoliar9CWdq5jneDg008OrCC6aBvpSS0Ea2gjAMjLPjGD2dCMvEa0khfYliAA6PYJQcrJl1OLBLWQlGAqQemVOr/YVVvHyBwEYNqjXm7wkRvbyOdX4aPImTDOGtbWD3t2EnLMoHuxABi11/mcOaXEPuGcSYW8Nb2yD4xBhrHziKNjaLN9SFMbtK9Y4R9OFBZFuG7j8ZxVvfRC/XWX//USILVbV/8fQVzJU8hEPo8TjBrEtwcp3QukO5VVBLGazc14HblgFNUOjWsAouobk8iw+04szMU0lrdP/eBRWNTM2RupCn99OruL2thBerzLwtQXjFQ8ajCMtCc1QEp9kSbX0LMTaNt7mFGJ9Fr7lknlxTEdXR3bhdzbB3CLPoUrpvDwhBvSVCeGwNmU6QuWgT3JCs77doemKN4lsPE7+wjt7WQursJoUf2kv2x47iDXaTPdpM6yObxK5Y1DviuHcfIfq1y7idTYQfuoR3+RpesYS+vIU+1AdA6rOXqN19ADuswdlR3MVlrNUSaNp1X+Z6HfvgAPr5ceIXNyi++1Yi8xWklARyklpXEr21me7fVFGhNtiLyBdxmxLEvnCOwGYNGQpQ6U/hLiwjK359QgMNNPAP8FwigHtQNNCf82mgyz4N9H8KIQo+6oJgaAAANWVJREFUDfRfA/8OXiANNGApHZxSGaclsaM6mXvTPrbevo/kt6bRRmdwoibO/AL6RgEtHEabWlSrybBJ/q4hZN3GnFZ57f6Pr+OOT1F87RDSsam2BBC6jlZ1cAOCwEaVzTfsQiytg6Gj50rYfa04R3Yx93P7qbQI6G5n+bYYMh5lc6+FqNVZuC/F5gO7KN2nWEotn7jEyokwlYPduEdH2DzRorT163XCXzhLdaAJ6+ELdP3G40Q/d4b0pTK1lhB4kmqzh152yO9OgoTJ/3KCjs/NIITAS0SY/aVDVDvC2G0xjKUt9NOj9P6Xk6SfXKW4Jw3BAFKoCCEwn2Xy5wbR0imk41C8fy+F7gCVviRe2GTjYBhtdIaV2xMEvnGB6OPTiKvTmN+6QO5YG0t3ZQBIfew03X81gTQNPEPgjk9TOtCONHUinzmJExRgaBhVj5m3ZWj/H48hbI/FO4IIw6DcGUYO96E3Z5D1OuW9bbjj0+jNTSz8kwNIQ5C8nGf554+z/v6jZA8m0SJhRCRM9k17kW0ZteEejzH97hZinz2DePw82lAfkYUqesXBbU6iJRMIIZCahrRttJqNGOjBGJ1DLq4QPjuL3t3B6lsGQbwY59MGGvjBxXPxAxBAREpZ9FNBjwD/DHgnsCml/A1fFyUlpfxXPg30o6iUUAfwd8Dwd5sEYskueVvxTsSh3QjPg9Ep3KMjGGPzSl+/XsfraUebXqT0ml0AhOeLaPkyVKrIeh3Z3YZ37gry9oNop66SfdcRMg/P4a6tw94huHgNAD2TwiuVkUM9cHmcmV87RvdXSxT6QyTPZ/EuXyP7/hOkLheQp68gDu1GzxZxZuYVE6lexx3spJ4KqCKp+WWla++46jU9nSy8tYv4nEPs5ALO/AKlH7lVsZGengDbwS2WqN9/BIDQqSlkpUr1tXsJTWxcvygr62qF29GGm4igLa7hbWZBE9iv2c/a4QCdf3QBr1RG6LrSwdnTz+otMTIXKqwdCVPLwMCHZqkNtWCevIZXLFJ/w3GszSq15iDh6TzFoQT1qEb6y2NMf3A3vb99Aa1JUVJlvkD29cNojkRzJHpNEnpyXNUFLG+w8uZ+EpN1tRl7fpTK244RGc/jhU2MpS3W7+km/fEz2LfvJTCzSe5IK4EtB73iUE9ZBB88T+3uAwRX/v/tvXmUZFd95/m5773Y94iMzMh9z8rM2qtSpZIQAgmBEGA2wzTGBo5xH5qedk/PeOY00+4+3WfanrY9x+OxZ8bY7cY27aXBGAHDIgkJ0AJIKqn2NSv3fYvMyFgy1rfc+eMmuCyDSVElgaj3OSeOMiLei1+E6r533/vd3+/7rZA9HqP5q9NUxroJfPMSpbcfJrDRwCjWkJqGtpJl68F+En9zluxHjhGdNwlObmLHQuirm0qGO+gHKTGTQTzji6y9f4jU5Rre2Q0eW/wDdw3A5WeOV3wNYLcCYleNC8/uQ3IL1UC1Ug158gDywjjaVhGnYarGr0QMfF7IpJEejZ03DBI+PU/omXG0zYJaRDVNVSe+tkXjwTFlJu714s/b2JkEHBwkv1/JPa/98zEqhzuZ+I/70de2KL77KN1fLuBZ3CTxzRl1ZduWIfnwRdXgBJR7wxSOZb6v+GlvK8lmaQhYWkOkEtiJELXeJvTBXsr7W8j8yRki59cojbVj33eMcouumpKCQap3DaH3d7PT7iEwk1M58GgE31aN7OtblJSC7WCXSlQeOIQdC+EEDCWWp2vYJ0bxX12i7f85jVOuMPe/nVBSCQNd6Ot5Mp+7jhnzkHmuSOfXy8hKBdunQ5+SdAhMb1Fv8uPNNZj+QBLNlCQePs/6+/bR9myN4kP7KR1uwW6KImJREs/METu7RnChjNRBVqtoi2tYq2s0f2VaNZBV6jh3HyQ0t4OcnMXYKNDoSxNebsBAD9W0F1ksodcljbhBuTNAYKGENC2CV1aR16ZJn9oG2ybwzUsU3nWE6BPXMEp1aq1h5PmrOG1pkhcL6O2tRJYtPCVT9XJcnaJ0Z7e6EJhbAkB/8RrC46H5U2cwtquq4czFxeUfsNdFYF0IcR6l9/OElPKm1UD/HoaBXjGVfotl7db8C1UWmstjX7lOtS1A5NQCTmkHp78TDB1sBxEIwOY2tdEOgpdXEE1JyvePoFcdtEIFeeYK0ekq9eE22r+8hFG26PimQ220ncCmqRqZbFvl07eKNHrSiLYWhGkjdJ3Q7A7RJ64hC0VKd3ahp1OsfnCE4FyR7Pv202hX1a/VtAczHSbwzUtI00LulNlp1TFKDZpPl9QVfaFINW0ggz7S39mg+kkbK6iTu6+H1bsjND++gH1tCifoRzs8Qj2uodVN9GIdp6+dmX97FO/sBk5TgtpbDiOOj9L/BxOUe8M4lyawllcpvGmIwFNXqbQHye0PQksT/u+Ogy0R/d1Mf7gF4YCxWaL/DyYIzhcpveMwma8tYAV14i+s4CnZ6GuqdLLRn8FuiqLNrSBskAcHWfngPjS/n8ZoB9MfbsFsjSI9GmJxDVmvI0s76M9eIXvYR6M5RDUlsIY6CD55BeFIwnNlxPI6Rlc7znYeradTSXOEQ4hYlNBKnepdQ8grUwSvb4CUlAYjaJsF7FSEQo+HRtzL6kPt5N93lNBcCWtjk9o9IxRHEuqOsVhCS8YpHIgjK9W9Hg8uLrcVxl422k3fHBFCxIEvCiEO/COb76llXgjxMeBjAH5vDG09h72ZQ+9opXA8Q/Txa6QmI1jFIprfT2i2hJ1JoRsGrG7iNCVgSpVLilgE46nz2MdG0Komoa9fVEFiUcSRUUpdAeLnsshcHm+tjielqoDw+3A2NrHKZeTdhzGyJTbuCNLxxRwy5Md8/UF8pycRwQB2axOhxy4i9/XS+vgaotYgMe5HLzfQtopEz11HG+zBvGMEz4Vp7M0tWp4rYCb8VNNeGgeGaH5qleCGhZkMYHtDaL8tCawV8CaDJB5fwKk3KH7gDpLfXmLl57qw/WDdnUJqIHXo++2LSK8X2ZrEqNho5Tqyo4XgF06hHR5BVBt4dmywbbb3GXR9ZgFMk41/coCm8yXGP+5n5HfWyR9vxr+4gtMwqZ/oI/LoZYiECe2WcdbjBr5GA3tpGWsoTbXFRxg1weL10PrncypFt2PS/9kyTsCDvpSFWJT82/eRen4D0Zmh/Zvq7iD95Cx6JIJIxAl/axy7WESGQsitbWTDRGxts/XWQZLntsne307qL89g6BqT/+k4g39doPzzdxJ99Aq1O4bwXZgl02hBjs9Q/OgxJckB6IO9+NfK+GeWkEdGaST9+C7MEfnci8jRQbi0l5Hu4nJ78bJWx6SUeeAplNPXTamB3qiX4tWD1Ebb0VMJZLFE6OEXWPnIAeVtu1vBoRXKrN4bQ/q9WOsbiOV1RCgIhoG1sEz1ncfRChUcr4HWlEJ0d0A0jF4ok3hmjtKBJqSUlE52M/feFE6LcgAT4RDC40VqAqspQvufXkaGAsqRylALwaWT3eiFMrn/7ijCciCXp3CiHWNiCW09h5OKovUpaWrPxLIqZRUC5+J1jHydQLZB8yMz2LEQ3mwVYUmkLvBfX0MaGsb5KUQkTPX1w/gKNmZHCs2WJK8rCYPovEnro8uIng7wetg8FFaG76aFFfNhtGbQSuoqN3RxhfHfP0Tb754CXUMmYwgHzJiPkU/MgMcg+vBZnEODaAE/gW9dQloWW2/qxQkFcOaWiFwvAKhU2revEnthGa1cpzraijU7j+hqQ6+Y6JtF5PS8+q0tScrDaUJrJgvvaUEKgVhYg+0C2x8+SX1sEDu7yfY7RhF3HMQ6NqQW/e85wNr7hxAOSI9O+rtZtFgELdNM75driGqD6Hdm0eIxvKfGKb5xEFGpY58YpflTZ1QfRG8bcmmVakcYOdyD4zco9HgR4RB6IkalJ/pyhrmLy23DXspA07tX/gghAsADKI/gW6cGWqvjOzuDvbWNbG3GaGmm5Q9P4QS9GJkWqvcfpNGRpOPheXb2NyG8XvB6kB0tmJ1N6Mm46gVYXAFdqCav4g5yLYvcLpB/fQ/RZ+ewDvdTbtZp+04NMbNE444haJg07juEsdNAejX1uR6desqP4xHY16bwFizsZJjEZ84gPTp2bptqSkO2N+PkC4hqg+3jTQDMf3SAid84qJQvdZ16S5Bq2qu2m5jbTaU4ADiFIo2mINvv3E95pBm97mD7NIwrs6TP7hCcK9Ly9UX8yzvYTVHk9DxOZzPp03k1EQHbg35V579dUP692U38qwb6QA/W/CKiUsPyC7S6jb1dYP31KVb+hzGkrjHzbw7RuHs/5j0HiM5WYX4ZDg8h1pR0gp6IYx8aUOm2pTXqcQM9mWD1DSmcC9dU30NrC1qlgR30EhrPIgV0fvIS0qNRPdGPub+L0JqJ4xFkP3KM5HOrNBI+tLqFPtxPudWLZkIjIpT6aqUGiRgyl8fYrtJoi1I92q0UPns7CWw0qPanlI9wZxvF/hBaqYboaCXw1FVW746gnR2n+Zl17HSM/JuHCF9Z3+vx4OJyW7GXFFAr8F93Bd00VAv8V4UQzwGfE0L8CrAAvB9UGagQ4nPAVZSf8L/4kWWguo4z0EGpN4RmSSKmhezNYKxuI2t1gpNbiFIZmYoTeuIKCIEsFHE2sghA9HThuTCNSDdRi/rwXJpUqaG2FoRpoTccrK5m8kMBWh6+jrWvE5FKUMl48OyUEZZk60iMpmc3VOfo6ibBQll1tba3YsxtYaWjGO0ZnOlFqu+6g+iChVYoY9sOIptDamnMpiCdv3taVRrlC4z/4WGav2NQ6hZs/8/H6PnkNTbfNYx/2yZycR27VkevWmi2MlaXkSCz70zSszOE5xvnqL75KEJG8J+dRXZmEP3daFslEAJh2phtMYKbNqX3HENqEF6oosfCdP3GKYrvGSMK2PNLNF1KUewLYO0/QebxFZzVdeTBQfo+X4DJeUoPHcBp8rD9P/XQ/TsS4fHg7JTJvXM/qefWsNJRRFMUveFQubOf9PkyRksz9k4DZ3Ud0deFFfEgTi0SCPiQjoOQkO/30vxHzxHs7mT5nR20/fU4Ugg8Tywgju+HpTXCqRDeuSxmRwqzJYaRK8PWNvZwN2t3RWh5oYz3zBT14wMIR+K9voInGsYJqYqfxHeXQNcoHcmgDSRof2QNfD7k4gq61UJiq8TMh9t3i5RdXFxuZC8poAnAROXxBfA9Zc9/CQwDZSCFMoz/Hg5/l/d3flQAaVlohQqxcxsYZRtnZgE7aKhGnkZD2RYCWDayYSIPDICuY2Ra4I4DSEPH3imzdW8HpU4vWncHm2/th11t+MjFDYyVHMlPv4Dd306pJ8D2na0IB7SAn/yAl6bvriODPpbf3w+puJIdWN0A00SWdjCyRaTXgxYKEjmzgqfQoNafBk3g7JRJntrAc3EOeXQf1to6WjzG4KcbpJ7foPmsSe+fTiMti9hsjdyw6kaWlsnMe4LEL+awW+LkDyYZ+JsqwpYIXce/XsH3zGXV0Xp1ikZzCHtplfxYBunR0Z45D0BwvU5kpoxxfRHRMNEHeyl26zjRAHpbhvq/y5M6vUXyag1p6Jh3jVJL+5X8s9dLeHqH+OVtev53G3F5CgyDwtv2k/rWHE5QCfWZES+NkIanaGJslVX6Ju5TGkimRSVtYLSk1ZW6baNdn6ftK6oj2tnaJn22gixXqJzow7n3CNrcKng9GGcnkH4v2tlxyp0BhGlhDXZgbBRo+2YOzbSRUrI96MM4O8XMx/thSzW8WfNLVEYzIASBL58hOFtABn2QSaMl4mBayO0CPb9zdg/D3MXl9mMvE0AduH9XH/0I8FYhxPdO9v/XDdZ5j8D35aA/AOxHrRV88kfJQQufD1GtI0pl9IaD2K+u9rRkHNGeoXrngMr7F3dY/9gYWrGKtnuy0S5OUu9KoPd3k3xsgkpGQKGEv2AjImFA1bNbyytK7lnXSLy4QexL54l97Qqyr4PogsXsL2bIj0aJLljUWyNY84to4RBmX0Z9jmnhzC9BUJnJ73QHMCM6y//qONO/cRxnbonaHf3o+QragWFkKk5+KIgTDRCc2sbszSCHezDyNTp+7zTiuQvM/cZJYlNQOJCECxNUmjWE5eC7vKh++/wqIhxi9kMdaPEYtZQHDgwSmS1jJgPokQjhb0/hGV9WXcxdrVQGkrC6QcdfT6Gv53FW18k+14qcWaDQ76fal8R49grByS2kZSF8XrSVLItvS6HldxD93aw91En0S+dYeU8f8voMjlfHt1wg/vlzmFEP9uSsMn9fKYKt1ESlLsDnJXc0qSYswMltU3nPCcr3j+DZKKFlmglO5TBOT5B7cFCJ21VrVAZTrP2z44T/VmkM5vYHkTtlCgfiaBMLaE1Jtg84iEya3j+agmQc0d1O9eeOE5jJURlKI3SVpkIInPklZK2OUyhSu6MfOdL/Mg8LF5fbg5vpA/hhvOw+AJDInTLWxiYbx/xU20J4lwsQDWOlwgSmtyh88E5krU7r56dw5pewmiIUXtfDyj8/hvf5cUSpjNPVSnjZgYZJ+FoOa34RZ2OTlQ/uAyD/pkGMySXkyro6KTiO8gGo2/R8PkfsWongYxfwnZ1BTyaoHOpgYyzEytvawbKoPXAITAvfeplaQhB89AKdf3yZod+fofrgEaQAhEDbqTD1oSSp09uqOsZx0Exb5b5LVWb/w3GEz0fvl0qkP32W0FKV+X87RnzGRC9UqYx1k7+vD3QNeytH73+ZpnhPL0bVQXo05OnL+KY2sIe7MQ90Y2e3KB/tRKvUCY1nEbEodnaL6kgGhvtIjDs4DZPkZ87iy9XRgkFlCG+azP1yP0LT6Hxki50DGcq9MTQL7BOjtD26zPX/fIjCQICNe9Is/tpxvPkGejJOY6gVYVqsvX8IrW5RjwkQgsSXryid/mCA6htGCU8X8W/UEZZN7u42WMsiuttJPb2o/g3GRvEUTaILFnokgjUzR/MXr0MyjhkUquTXsul8XLJ5dwtUa+q7r2bxlGwlsKcL9JY0G+/fj1asUHvgECIRwzo2wMKbPdhh7488EFxcbkdupg8AbpEcdMMsI3xejO4OWk5VCHx7HLI5qn1J9EqDWm+S+NUStKZx8gUKP3+UzSNhwjM7tP/pZbRohNpoB2bCT/xvzmLn88gl5WkrAn7avrlF/W1jhNbqbLx7CAa7EdemYaALO5dHf+ocWmEHrk6hp5swD/RQesMggZkcbY+tY/tARkKELqzgJCNopSqZb2XR2zKQSbP5lj5Cz4yTPeKl2ptA+rx0f632dz82l2f5/ijebJXqQBNt3zbR001U2oNM/dkoxuVZuh4pEZzMIT0GobOLRP7mFMU3DqAP9WNv54mdWSV4eh59ZgWEht0Uw4p4mXm3D6RDfsCDaJggJfZGFj0WpdDrITsWoxESCF3HOT6Mni2oVNRfn1KVQBZKm8iyqcc0wueXMWqS3IifmQ+3M/JbOZBg1CU9f7WAsBzM4U5y+/zQMKk2C5yAQdvjGzgbmzg7O9jdLeyMdWMFNbJjcfTLMzgraySfVyk9+9okMuinMBJBuziJcW4SvSYxD/VRfdcJVdWzsEzqXBF0gd0Uo9yi0/TFK6o72gTZ3oLvtNIb8q9WqO3LkJiqIXWNwFNXcVbWsPw6+35vFk+u8rIPDBeX24E9TQC7qp9HUCWdJ3b7AP4I6EelhVaB/3N38z31Afy9MlBfhNLJbmS+iF6zEJm06gqdyaGVqnieOIOYWkDkCgivl8Sj12l5agOtblJ5/T6QEt+5Gby5KtUHj6CPDIKm/IRlvUH+YALfI6fRn79KZMlCzCxhH9uHtp5DHxnAuv8YTjKCec8ByofbyI36CT9ygcV3Z2AtS8sLFexEiPLhNrSNbcojyuav3pOiPJSiHhOIaIS2b5fxL5UQhRLe5W0azSGs9Q3IpOn622XkuStUmg3m36Ez96FuwpN5hv5TBbGbmpLLa8jrMzT6M5Tfe4LwV85T7U2gt7ciSzuIgB8RCGC/4TBiYg7fUgFPUWPzYydp++YWsrSDs7qOc3wYbJuWz1wheaVC+nQe+85RGgmvWsdIpzDa29Dn1+n440sIKan2Jkh+YwZZLBH9b8+T/vMzxKYdzLYYqfN5EpeL7Bxuo9YcwDg9TubRRWTQT+9/W8P26aw+0IzWksboaKee9hNYLhM7u0500aRxYojJ3zyCHVOpIT0SAZRPsejuIP+ugwhHUmv2ETk1j768ibQdikMR9OVNtLkVpRTb246WaSb++HVV2hlQ6xPZO6L4ZzbxTm9Q600iR3px6nWCk5vURtpVqaqLi8s/YE+NYN9DSpkXQjwFvFVK+bvfe10I8V+Ar+4+ffnWebZD+NtTCL8PhKrH95TKrD7Qgu0XtH9VQ65lqY+0IyyJUaxRbQ8TurRK4JlVqnftY+k+D72//jwhc0jp7RzsY6czQGxlnfjXr1N783ECV1cJnl+gNjaI78oiVnYL3TTxTs/jNEz0kwcwvnWRjX93FwChVYed+4apJXSaHp0mUElSurMLqQnY2MILeIHwmR1qo+14X5hQ8gSRMFLXsP0a2r1H0PI1nLiyuUw+Nkk1tY/2JzbZGkuROpXFTkSwAwaVtx6gHtOQApr/9gor/+w4mf98BhkJq8qc7BZoGsJJozU3URpO0vtbZ9VCbFStd9TvPYDUBHqjgZaIKz8AKfFU6ninK9SH2/BNroOhIze3yP7SUVq+sUxwq8j4J/pIXhY0P7VK4WgLyVMbqoO5qw2tUiX49CKyVqf0zqPEzq4hV1XVlDccoPX5CUglwNAJXctipyLI7QL+JS+sb7JvOowTDqIl4qz9XC/Np/JwYBD7/FWSpoXZElNDYWsbraeDxsEOghsNNt/cS+q5ddUr0doM9Qb2YIcaN5aF8Hpo/sxl7H3dcGGCnTd1kb60hEwmsGbn8ekaIt2k6tRcXFz+Hj92H8CtlIOWXl1drUdCaFNLGOMLOC1Jmv/sLO1/ehmrKYIWj9GIKcloLVeiltSxMwly7zmA75nL9P/mReVGFfSqq/WOAJHZMmsfPgiawL9UVPLHA614X5xAVqqI46M4vW2I7g6M7g7EcxcRhoeOb5TVleb4DuGpAqnT2whNQ2Rz+LZMQl85B+kkzswC1Z441noW/5UlnJ0drGNDNAbbsNIR/NkansvzaKWqEiybWqB+qIeOh+ep9MYQtoQNJQCnVy2iF7PEZuuk/vwFrP29tD26hnN8GBEIIGMRREcrpQdHlczCvW34thpsfPgopdf1YidCLH9oH54nzijBtoaJDAdxVtfBsqkMKt8Do9TAKRTVHUVXO81fvE51SPUzDH7iLKF1C2tmjujTU+rfPxZFNEwlsXzvMNK2CS1WsOaX2Pr5Azg7ZeSFcdZ+cT92PEy9J4W9vMrq3RElXJcOKWvIQgnmlzF7W2j57BXVQOc3MHqUh7IZ86KZDtIykUEfpQ7lH5x8+KIy8zk2wM5ICqc5gbFRYHufgTnarRzH4jH0dXWXk7xYVKYxo9049x7BToRodDfdOJ7fKoS4LoSY2hUxfOl4/8XdtOZFIcSzQojDN7w3J4S4JIQ4L4RwFd5cXvPsJQXUCjwphLgI5IBmKeVXuYVy0FZQQy4sI0wL2d6CPdiBVqygBYM4/Z0YWzvInTKaKTHHBrEWl0g9vcTWQdWcJbxett99EO9cFq1QwdgsEf3aJbLHw2S+sw0tTVQ7o9gbWbwrebSmJMsfO4gZ9cKFCaTHwEpHKf7CnXB4CGNmFekx0Jc3EdW6Sjf4vMiCSlHZJ/cjl9fQ2zMElkoqjbSxidHbzU6nDzugI569AJaD09sGjsP62/vQImEcj0DWani3G8Q/dxbSScS1aYzxBeWGtZRHD4fQqybTH2lBvzBF8Y52nJkFRLlK7MwaWl8X4VUTvWbR8uQ6ket59PF5Oj47gxYOYw924Nx9EGduCXQdhCB0bQPLryNMG/tAH9a+TuyJaUQwiG9lBxwHZ2wExxDoTSnkThl7eh4nFcWJBmB9E0/BRI9F4fRVjPZW0l+fRevtxGhJE582EY7DTpsXLRwifbGG09uG9sx5hBDQ1ow5Noh+9jroOrXRDjxreaz5JcgXCZyawje1gT6oPIONmlQ6QdEIi29PYZydIvjYBRCCem8Tlh+E7SCvTisPgc4U3uVt5LkrlE/2413exjuTRbsyg+fiDKDWsoA/BB4CRoFf2K1au5FZ4A1SykMop7s/ecn79+1Wvb3qyqIuLreavVQBXZRSHgU+DXwRmNx9ax5lD+kDfg/4Zfh+GWgGCAP7gI/+qDJQT95EdLXjRINo5Sr1Jj/2yhrzHx9Bq9Spd8Ypv26Q4Ol5dtq96Pv3YWcSJD/9AlosQvXufUoTxtBhaxsqVRp3DtP8qTNoxQr21Qkl3Tw6wMYbVT6948treL5zWckO7FTQ8xWiU2W02RWczmbVVSyV3IIvV1c9CQcHkacvY5TqONUa0udVtebT82heD+v3txJ7+ByBiQ2MjnZW3xhD3yxiLSyrztTtPNUmg+pYH9KjsfCvx7Cn5hChICIRw3tpXn1mRwaxtM7Ap5ZhsJvos3Nsfvi4UjcFRKWGsaOkGCqDKdbvSUImrQTQwiH08Xm885toQ71o0QhObhtrbgHv42eQ4zPo567jWdhE3HEQJxmh3hZGDvXgWS+g1xxl0diWQRsdRFvbwg55cEqqEMwa7kKPRZFVJbAnSmUwDPxnZtAKZZJfuYo52o1vPoe+lEWMHaAx2AZSUkt6kAcHYdfPGctGHBsBoHTfENbSsioHbmsh/oXzqpYf6PyvU0z8x/1sfugYjM9QTXvp+j9OY1xfRG/PAGAUajihAEamheBiCWno1AZbVDNgMv69oXYCmJJSzkgpG8BnUVVrN473Z6WUu40nPI9KYbq4/Eyy1yqgDuDtwKduePmWyUHbIQ/O/JLyhO1KEpzeRm9vpfvza1R74nhfmCCwVsEcasdbcijsT5A9GkYcHmbz7UP4v32V+uFecne1snPPAI3BNjzfvYwWDtHoSCLvPszWWIpKV4jwsoncKcP6JnpbBjuXx4mFyN7TjNawIZOGS5NI26FypAsnGcGzsMn2LxxHW1in8eAYYnFNeRc0TOyJaZx6HYb7aPnGMsV3H0WGAmDbNL9YAdvBfOAobG4jhCD+ubN4Cg0sv073V7cpv2eMysl+zEwMu6+NeluY/MEkIhrBCQeRV6Zw8gXSn7us5CliIRo9afQLU0iPge+RF0l/+ixkc4iAH6szTf2OQbAsckcT4POiJRNoPp9a+G1OKw0ly0JbWEesbeE/O4sTMHBW1pTfcXcHUtew4n6klHguz6MnE3iuLWBcmYXmFPbmFp7nrlIfbsPeyCoTH03D3injnVPOatKycDwaaOAEvcROLcHFCdbf1Y/xrTPgMZTstmWR26ejx+M0+tLUO2JsfeAohdd1IxNRVt83wOBflGj56gwiFCS0VIUDg+TfPAS2Q/1AJ8XhONmTqgPbuXANGfDin1iD4o5q2FO8XKXaXwEeveG5BB4XQpzZFTP8YcfL9yvcstnsPzb0XVx+ouxVDO73gX/N3+/qvWVy0Np2Gb0tg9ip4J3eUOWMjoP0efEUTURbC9rcKp6NEuEnx4l88SzpsyXKvWESf/kCTrWGb7lAeLlOeDynLCKFwBnoQFgO4vnLpJ5bJ/zdaRoxQ9Wph4KqkSwUxPEZpC7tYEV80DDBkQhdI/DsdSU7Ua4Q/6sXoCmBUbao3NmPvDCONHT0hDq5aus55E6ZxNOzsLiKNE30U1fBY1BtMqjcPYDwein+/DE8s2s4Hg1RqRNeqOB//IK6gvUZGCUTX17l4eXkLM7YCFJKtKYkgRemEUvreHIVtGQCe2qWxlvvAKB+tA87l2ftrghSFzT6M8T/9pwynTd0RCyKrNXAY+AUd5DRMMSjYNtgO3hm1tDaMngXtzAzcdA0jHxNdUVn0sqXoSmJvaOkGgDkgQGM71xWk8PKtjKpf90hsCyq9w6DrtOIezG2qqrzVwj0ZILgpoPweMFxKIxEwLTo+koOvB48KwV8qyViU1WiF7KIUoXWz46zdTSK2ZuBZBzP7Dri2jTeoo2TiuJb28FTdqimhRKAa2mGmSVktYoIBih1fL8PYE8VagBCiPtQE8Anbnj5dVLKY6gU0r8QQtz7g/a9scItnU7/oE1cXH4q2Msi8DuADSnlmT1+5p7loL93lWR6Hay5BbJv6cVuTWLNLSC9Hpyrk+RGg1T6E9DShBP0kX3ffrSAn1pLgPBEAaO7g9L776B4MIUZNqj2xJVMdCKONrWEFfGgjwyoL9HRQvTRK983C5deD/aBPvXei5fwTq4gLFuZmR8axC4W0TYLOP3tiOOjKg+eq+ApW2gBP6WD6uDOv/fIrgSCg4yEkLbNxruG0JuSyO0CiUevEzyl8tCxL53HyaQIX93AnppFK1TY/oXjiGod7/I2nqUtfFs1tFCIjY8eY/4dQfT2VpxQgO2HVEObKFdxspsY7W0Ex9fR2zJIQ2C/4TDt39hCaoJ6ykvtTYewc9vYS6uYQ+1qMdnQ0VvSsJaFrW3M/V3IRoPysS7kZg5rYRnP0haiUkPUG8jFVURFpbtEvYE+3A/JOPq+AbRSDS0Zx97MYbYlkDtlPBemcbbzhM4usnNXj2pMa5g4nRmcWFhZZX7xBYSuYTXH8G9Z2KUS8voMMpMCTUNqGvqL17ATIeXwNdJFeMVCnLqMs7BMY6gVLR7D99hZyt1hHK9BYHabzt87g53LUzvchQgGsPZ1UhlK0/TY9PeG3Z4q1IQQh1B3u++SUn7fpk1KubL73w1UOvRHNDi6uPx0s5c7gNcB7xRCzKFypvcLIf6KWykHbXvQfD6avjYBUqJHIjghP1ooSD0pEA7YV64jJuZIfzeLaEoSPDWDli/hxHYF5L5+ldC1LMELi+DxKItAy0KvWIhiWZ04kgEaJ4awu1uo9TZBoYRxZZb8cBijp0t5DFg2W+89gJBQ+MWTyIAPrdKg2hKgfrgHOT2P5/I8jZPDBL90GtqaSXz1KmafykXXepMw2E3zF8ZxtvPQmmbuV0eUu1kmDR4PWqFMrSfFzvvvxIkGiE1VVB9AwAdSIiwH+9AAmc+O03zGoTLYBIaG7RHK5Bwl1ewUihSPtVIebWb1bi+e7RpWzE/g9AyRM8sEVsroo0No0TB2QAfLwplV9fu0NiMCAfSyiWyYyqHLtnFedwh7bQNZqcDmNjtvHsVKR0HX2Ly3nXJfHAolRKWGPTEN0TDStjHyVTXB9HUgvF6k4xA5v8b2HRl2RlNoi2vIyVkWPzqM/cajMNCDVrcIXl2j/PMnkEf30WgKIgol1u5NYp8YRZy7jrWsFF49hQZGeyvO8WE848sQDCCOj6LXJXp+h0abknwWuk7g4iLEoxhbZQJnZhG7/QLAi8CgEKJXCOFFSZZ8+cZxKYToAr4AfEhKOXHD6yEhROR7fwNv4e8q31xcXpPsZRH430gpO6SUPagD5ltSyl/iVspB6zrWHSOIQEClbJqS6Pkdig/tp+vhFWyfQB8dQrRnVEniZg5zuBNZriCvTRMdz6PFY2TvbUVaFpU3jOCsrEF3O55rC8pIvrUF/+Q6/uks2sVJ/NeWv187n/radWS1hnN1EmtpGc2SyDNXSX1rDrm4gj0+jVG10auWWsQ0LbybFbUYOj2vToDXFqApgXe7jqjUqR/tQ9oO0qPT+ZvP4YQDOLOLlN4ySq2vCb1mqbuRmkU96cNsi6ma+2IJplUGrXLXAIHVmkoXlWtqghzsVhU6w93IgS7CT1wldGGF5tMWomEhnrtI42A3MhZGNCykR4emJI4h1N2JZUKhhFxZp9GTxvYbCF1DLK+jRcIYZyfQknGcrlZoa8azY7MxFsFMhUidyuItmdgbWZzsJnoyQfHQrg7PxhY0JbAiPopvGcHpbKbRncJbsglP5Cmf7EfW63T+xRS+a8to5SparoSTihKeK8Ppq1gBHWmayvJxo4TY14d13zHMkIF2dhxZKGJGPFj9rTjrWbTZFYITWczWOFrdxrp7P8v/4xilO7upd8Swr09RP9zzfU8JKaUF/CrwdeAaStn2ihDi40KIj++Oxn+PEjf85EvKPVuA7wghLuyO569JKR/7UcePi8tPMy+rEewl/Da3Sg7atqm0+kBLY/l1AqubUK0RmQxjzc6jjaTJnkzR/OQKlaE0/mdzGKfH2fzAUVLn8oitIqXj7aS/uQjRCP6vvoBIJHAmZxHBIADS51Vlj0dGkfOLVI92Enj6KnKoB61usvj2JtqfakGMz5H40iVVe76eVabwC6sYE+vIRgOhaVTu3kfwwiL2Thnh9SACfuy+NoTpIBoWrGXxrWUpP3iEjeMGnaFDKkN070EiU0VllKIJzGMDLN8ToO3ZGp6LczgDHeibRYQQiIlFGnf2U0/51ITk81I52U/oxTlqx3rxZqs00gE8nh7EzArekokT8rH6a3cRm7XxzVYx2xIYE0sIj4fgc1vI7lalA/TmPlLfXVVlkwEfmx84StNXJ5DJGLUjXZhhjfBXzuMcHCQwtQk04Z1cUaWuS35EKqkkNPp26+s1gfD72T7eTHheGdPoa9to5QoeTUAyjrdkIsYOYHl1jHwV6TUoDUQIZBsYp65Ret8d+LdMqmN9hJ+fg4ZarPct+KmPDSoJiXod79fV+di65wieizM40SD6hSnKD+wnfHWT+oMtav94lOqDY/jXK9jx8PeH2q5o4SM3Dj8p5R/f8Pc/Bf7pS4eolHIGOPzS111cXssIKf8xXbdXh5i3RR69/9eoJQ3iT85QOd6Np2zhuTiHNdKFXjGptQTxf+eacsUCpKEWUe1ECGOzpGSLZxcRAT+yWmPznxwi+efPow/0qs7itbxqZuqM4tuqwYUJhN+H8HowD3QrKWfLQkspLR82tqgf68M/ncWJhRCmjTM5h9g/gBX2YpybRDZMrHsOMPNuL0P/y1m0ZByZTiKkZPmBFO1/fR2aU1jxAJVWP+Evn8O+ez+5fX5anlxXawDBILJhoqcS7Ix1s3ZSp++3LtK4c5jcsI/ogkVwroi2lQefl9KRDOGnJ3H625URSqGErFSxh7vh9FX0ZJzq8V6Mio1nrYBcWafwjoNEPncKPZWkcqKP4HNTODtl1XntODTuHKaa9hCZLWMsZqkc7sT35EX0dBP5uzsJLVXVIrXXoDgUIXYlT7U7Qm7YQ+bZMkaujCiUlF/z/j6MxSyy0UB2Zpj8pShDvz2JbG/GDnpx/DqFXh/lVkHPJ6+phVqvl/K9w4Qmc7C6gXm0H89KQUlDz6kWXuHxYt57EOPJ82heDyIconasF/+FBZx8AQ4NUewPEcia+M7OKCG9zS2ce47gXcnz2PTvnvlJ1O6PjY3J06fdnjGXVwYhxE2N65dlCfmKYVl4n75EcL0BsQiNiM7WqJ/GkV62h4NgOZRbPYiOVsxkUNWPmzb21Czi3HW2T2RwrlzHPjSgSjxtm+ZvLaPH40ifF+PKrHLUml8mMLsNF1Rqt3FiCHOkC+9CTtXitzZjN0XBcbDzeWXZuFNm42SceiaC3p7BDniotviov26EzY8cx3tmiuYXwRkbAdumtC+GMzVH+2enEOEQTtCLFfYQfXoKLeDHc26a+FQDqymCvOsQ1rEh0AQEA/g3qvR9dhstEsZ/dYnWJ9bwP3IGrbCD1ZlGhgJELqyrk+blKeV6ZirbSKlr6IO9iECAcquHesqDDPqwDw8Q/8YEenMau68N/0YVu1BUktuGAbZNuc1D7BFl2C4bDbyPvYieiFPZ34q3YKm7iEqN2fdGiU6UMNNBgqdm6PycKgt1gj5kLIKWTqHPrKjUXLmCc/E6g//hEvbmFnbIS2EwiLAkqb88Q/N5E6enDS3TjLOvm9BMHntylso9+/Ccm0ZYNtTqGK0ZjN5uch88jveFCYyWNKKzTU02hoBUXC2SezTil7Ypt3owD/QgqzX0phRW2KMqu1xcXP4BPx0TgEctAvtmN3FmF4n8zfO0/MVFvBtlms4WaLSESJ3eRvo9eJdy2JOz1Fsj6PE4ekua2NeuqFLMs+NUHjikSjyFwOlpQ9Qb0NqMY2hKBdS04Mg+9PYMvvO7SpHVGk4qilzdID8cpjKYwujpony4bXdRFvyT60ivB71qYtQc/Gdn8ZYkm+/dT+Lz59k6FER2tJA9oiEPD0E0TL23iUpHEG+2isyksQ70Irva8GzXaCS86Bem8C5uwcFB7FSE4kCI5bckkZYFhsrOmQ8cBUNHLzco7E+AaQFQe8MBpfzZ3460bbTT15DzS9gtcZpezBG+ukW5N4J2ZhwRjUC1hr6tGt30wV60QlnF8XhIfXcVAG1xAxEJox0ZpTHQipAQOL+ANdRBebSZjicb7PSH8Tx3lZ17+ll/sJP62CDa9CLjvx5VhvKHepRA30APWx89QfmB/eipJFrVIjpfw7NRwhkbwbvdQCvXWH+gHX0piz0+Tf2hY0hNsPKRA0x+rA0pJbJWZ+O+NgJbNrXXDWPntrHSEbWms1pBzi8jDZ3caJBGc4jU00t4J1donFRlqEbVwlpa/okNbReXn2Z+KlJAQogSSjbi1aYJ2HTj/szF/EFxu6WUr3pRvpsCcnkludkU0M0sAt9Krv8k8rNCiNNu3J+9mD/JuC4uryV+OlJALi4uLi6vOu4E4OLi4nKb8tMyAbxUcteN+7MT93b6rS4uryl+KhaBXVx+VnEXgV1eSX42+gBcXFxcXF513AnAxcXF5TbFnQBcXFxcblPcCcDFxcXlNsWdAFxcXFxuU9wJwMXFxeU2xZ0AXFxcXG5T3AnA5bZCCPFWIcR1IcSUEOJ//QHvCyHE/737/kUhxLG97uvi8lrDnQBcbhuEEDrwh8BDwCjwC0KI0Zds9hDKxnQQ+BjwRy9jXxeX1xTuBOByO3ECmJJSzkgpG8BngXe9ZJt3AX8hFc8DcSFE6x73dXF5TfHTIgft4vJq0A4s3vB8CbhzD9u073FfAIQQH0PdPQDUhRCXb+I7/7j8pHwYfpKxb8ffvO9mdnYnAJfbCfEDXnupGNYP22Yv+6oXpfwTdsXobkc/BPc3v7pxb2Z/dwJwuZ1YAjpveN4BrOxxG+8e9nVxeU3hrgG43E68CAwKIXqFEF7gA8CXX7LNl4EP71YDnQQKUsrVPe7r4vKawr0DcLltkFJaQohfBb4O6MCfSSmvCCE+vvv+HwOPAG8DpoAK8Mv/2L57CHs7+iG4v/k1Etf1A3BxcXG5TXFTQC4uLi63Ke4E4OLi4nKb4k4ALi63gJuRmHiF4/7ibryLQohnhRCHX424N2x3hxDCFkK871bE3WtsIcQbhRDnhRBXhBBPvxpxhRAxIcRXhBAXduP+8i2K+2dCiI0f1k9yU2NLSuk+3If7uIkHalF4GuhDlYteAEZfss3bgEdR/QQngVOvUty7gcTu3w+9WnFv2O5bqIX1972K/6/jwFWga/d586sU99eB39n9Ow3kAO8tiH0vcAy4/EPe/7HHlnsH4OJy89yMxMQrGldK+ayUcnv36fOo/oWbZa+yGP8SeBjYuAUxX07sDwJfkFIuAEgpb0X8vcSVQEQIIYAwagKwbjawlPKZ3c/6YfzYY8udAFxcbp4fJh/xcrd5JeLeyK+grhRvlh8ZVwjRDrwH+ONbEO9lxQaGgIQQ4ikhxBkhxIdfpbj/LzCCahC8BPwrKaVzC2Lfiu/2A3H7AFxcbp6bkZh4peOqDYW4DzUB3HOTMfca9/eBT0gpbXVBfMvYS2wDOA68CQgAzwkhnpdSTrzCcR8EzgP3A/3AE0KIb0spizcR91Z9tx+IOwG4uNw8NyMx8UrHRQhxCPgU8JCUcusmY+417hjw2d2TfxPwNiGEJaX80qsQewnYlFKWgbIQ4hngMHAzE8Be4v4y8NtSJeanhBCzwDDwwk3EvVXf7QfipoBcXG6em5GYeEXjCiG6gC8AH7rJK+CXFVdK2Sul7JFS9gCfB/77W3Dy31Ns4P8DXi+EMIQQQZRq67VXIe4C6q4DIUQLSqlz5ibj7oUfe2y5dwAuLjeJvAmJiVch7r8HUsAnd6/GLXmTqpV7jPuKsJfYUsprQojHgIuAA3xKSnlTktx7/M2/AXxaCHEJlZb5hJTypiWihRCfAd4INAkhloD/AHhuiPtjjy1XCsLFxcXlNsVNAbm4uLjcprgTgIuLi8ttijsBuLi4uNymuBOAi4uLy22KOwG4uLi43Ka4E4CLi4vLbYo7Abi4uLjcpvz/t5beahGwy0UAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2)\n",
    "axs[0, 0].matshow(black3)\n",
    "axs[0, 1].matshow(black_w1)\n",
    "axs[1, 0].matshow(np.abs(black3-black_w1))\n",
    "error1 = np.sum(np.sum(np.abs(black3- black_w1)))/488/1024\n",
    "axs[1,0].set_title(f\"1-2:{error1:.3f}\")\n",
    "plt.show()"
   ],
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